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- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_01.jpg +3 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_01.txt +1 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_02.jpg +3 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_02.txt +1 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_03.jpg +3 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_03.txt +1 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_04.jpg +3 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_04.txt +1 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_05.jpg +3 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_05.txt +1 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_06.jpg +3 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_06.txt +1 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_07.jpg +3 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_07.txt +1 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_08.jpg +3 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_08.txt +1 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_09.jpg +3 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_09.txt +1 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/graphic_abstract.jpg +3 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/manifest.json +514 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_01.jpg +3 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_01.json +628 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_01.txt +1 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_02.jpg +3 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_02.json +2423 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_02.txt +1 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_03.jpg +3 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_03.json +1376 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_03.txt +1 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_04.jpg +3 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_04.json +2140 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_04.txt +1 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_05.jpg +3 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_05.json +1307 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_05.txt +1 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_06.jpg +3 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_06.json +1307 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_06.txt +1 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_07.jpg +3 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_07.json +1307 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_07.txt +1 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_08.jpg +3 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_08.json +1307 -0
- Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_08.txt +1 -0
- Figures/Tadesse et al. - 2024 - Assessment of concentrations of heavy metals in th/manifest.json +9 -0
- Figures/Tahmasebi et al. - 2024 - Evaluation of phosphate insecticides and common herbicides monitoring and risk assessment in water/figure_01.jpg +3 -0
- Figures/Tahmasebi et al. - 2024 - Evaluation of phosphate insecticides and common herbicides monitoring and risk assessment in water/figure_01.txt +1 -0
- Figures/Tahmasebi et al. - 2024 - Evaluation of phosphate insecticides and common herbicides monitoring and risk assessment in water/figure_02.jpg +3 -0
- Figures/Tahmasebi et al. - 2024 - Evaluation of phosphate insecticides and common herbicides monitoring and risk assessment in water/figure_02.txt +1 -0
- Figures/Tahmasebi et al. - 2024 - Evaluation of phosphate insecticides and common herbicides monitoring and risk assessment in water/figure_03.jpg +3 -0
Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_01.jpg
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Experimental setup.
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Scatterplots of observed versus predicted temporal variation of scour depth (dst=dsemax) for four combinations of predictors during the training period.
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Scatterplots of observed versus predicted temporal variation of scour depth (dst=dsemax) for four combinations of predictors during the testing period.
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Scattered relative deviation for the predicted values of temporal variation of scour depth (dst=dsemax) during the training period.
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Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_05.jpg
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Scattered relative deviation for the predicted values of temporal variation of scour depth (dst=dsemax) during the testing period.
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Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_06.jpg
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Scatterplots of observed versus predicted non-dimensional maximum scour depth (dse=L) for four combinations of predictors during the training period.
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Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_07.jpg
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Scatterplots of observed versus predicted non-dimensional maximum scour depth (dse=L) for four combinations of predictors during the testing period.
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Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/figure_08.jpg
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Scattered relative deviation for the predicted values of non-dimensional maximum scour depth (dse=L) during the training period.
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Scattered relative deviation for the predicted values of non-dimensional maximum scour depth (dse=L) during the testing period.
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Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/graphic_abstract.jpg
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"text": "Statistical parameters U/Uc S=L B=L t=T Fr dsemax=L dst=dsemax",
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"text": "B=L",
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"text": "Fr",
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"text": "dsemax=L",
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"text": "dst=dsemax",
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"text": "Minimum 0.60 1 5.33 0.0041 0.147 0.064 0.129",
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"text": "0.60",
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| 147 |
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"text": "1",
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| 153 |
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{
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| 156 |
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"text": "5.33",
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| 157 |
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| 160 |
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122.88
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| 162 |
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| 163 |
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{
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| 165 |
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"text": "0.0041",
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| 166 |
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122.88
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},
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{
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| 174 |
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"text": "0.147",
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122.88
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| 180 |
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{
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| 183 |
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"text": "0.064",
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| 184 |
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| 192 |
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"text": "0.129",
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"text": "Maximum 0.90 3 8.0 1 0.221 0.6 1.0",
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"text": "0.90",
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| 227 |
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| 228 |
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| 230 |
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"text": "3",
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| 231 |
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"text": "8.0",
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"text": "1",
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| 257 |
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"text": "0.221",
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{
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| 266 |
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"text": "0.6",
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{
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"text": "1.0",
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| 283 |
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| 286 |
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"text": "Mean 0.753 1.995 6.67 0.289 0.184 0.336 0.741",
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| 287 |
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"text": "0.753",
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| 311 |
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{
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| 313 |
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"text": "1.995",
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| 314 |
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| 316 |
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| 317 |
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| 319 |
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| 320 |
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},
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| 321 |
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{
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| 322 |
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"text": "6.67",
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| 323 |
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| 325 |
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| 326 |
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150.88
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| 328 |
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{
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| 331 |
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"text": "0.289",
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| 337 |
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| 338 |
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{
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| 340 |
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"text": "0.184",
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| 341 |
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| 349 |
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"text": "0.336",
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| 350 |
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| 358 |
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"text": "0.741",
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| 368 |
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{
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| 369 |
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"text": "Standard deviation 0.122 0.821 1.077 0.326 0.030 0.178 0.233",
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"words": [
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"text": "Standard",
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"text": "deviation",
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"text": "0.122",
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"text": "0.821",
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| 414 |
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"text": "1.077",
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},
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"text": "0.326",
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{
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"text": "0.030",
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| 438 |
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| 439 |
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},
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| 440 |
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{
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| 441 |
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"text": "0.178",
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| 442 |
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| 448 |
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},
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| 449 |
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{
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| 450 |
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"text": "0.233",
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| 458 |
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| 459 |
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| 460 |
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{
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| 461 |
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"text": "Skewness 0.045 0.0084 0.021 0.947 0.006 0.213 0.653",
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"text": "0.0084",
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"text": "0.021",
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"text": "0.947",
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|
Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_01.txt
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
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|
| 1 |
+
Statistical metrics of the experimental data
|
Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_02.jpg
ADDED
|
Git LFS Details
|
Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_02.json
ADDED
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@@ -0,0 +1,2423 @@
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| 1 |
+
{
|
| 2 |
+
"kind": "table",
|
| 3 |
+
"label": "table_02",
|
| 4 |
+
"number": 2,
|
| 5 |
+
"caption": "Hyperparameter information on ANN",
|
| 6 |
+
"page": 6,
|
| 7 |
+
"table_bbox_points": [
|
| 8 |
+
40.43,
|
| 9 |
+
487.45,
|
| 10 |
+
548.44,
|
| 11 |
+
724.3
|
| 12 |
+
],
|
| 13 |
+
"caption_bbox_points": [
|
| 14 |
+
43.43,
|
| 15 |
+
479.23,
|
| 16 |
+
214.62,
|
| 17 |
+
487.45
|
| 18 |
+
],
|
| 19 |
+
"position_relative_to_caption": "below",
|
| 20 |
+
"crop_method": "ruled_table",
|
| 21 |
+
"structure_extracted": false,
|
| 22 |
+
"detected_table_bbox_points": null,
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| 23 |
+
"row_count": 18,
|
| 24 |
+
"column_count": null,
|
| 25 |
+
"cells": null,
|
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271.35,
|
| 992 |
+
595.19
|
| 993 |
+
]
|
| 994 |
+
},
|
| 995 |
+
{
|
| 996 |
+
"text": "higher",
|
| 997 |
+
"bbox_points": [
|
| 998 |
+
273.77,
|
| 999 |
+
587.17,
|
| 1000 |
+
296.75,
|
| 1001 |
+
595.19
|
| 1002 |
+
]
|
| 1003 |
+
},
|
| 1004 |
+
{
|
| 1005 |
+
"text": "capacity",
|
| 1006 |
+
"bbox_points": [
|
| 1007 |
+
298.94,
|
| 1008 |
+
587.17,
|
| 1009 |
+
328.51,
|
| 1010 |
+
595.19
|
| 1011 |
+
]
|
| 1012 |
+
},
|
| 1013 |
+
{
|
| 1014 |
+
"text": "to",
|
| 1015 |
+
"bbox_points": [
|
| 1016 |
+
330.92,
|
| 1017 |
+
587.17,
|
| 1018 |
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338.07,
|
| 1019 |
+
595.19
|
| 1020 |
+
]
|
| 1021 |
+
},
|
| 1022 |
+
{
|
| 1023 |
+
"text": "learn",
|
| 1024 |
+
"bbox_points": [
|
| 1025 |
+
340.44,
|
| 1026 |
+
587.17,
|
| 1027 |
+
358.83,
|
| 1028 |
+
595.19
|
| 1029 |
+
]
|
| 1030 |
+
},
|
| 1031 |
+
{
|
| 1032 |
+
"text": "complex",
|
| 1033 |
+
"bbox_points": [
|
| 1034 |
+
361.19,
|
| 1035 |
+
587.17,
|
| 1036 |
+
391.6,
|
| 1037 |
+
595.19
|
| 1038 |
+
]
|
| 1039 |
+
},
|
| 1040 |
+
{
|
| 1041 |
+
"text": "patterns,",
|
| 1042 |
+
"bbox_points": [
|
| 1043 |
+
394.02,
|
| 1044 |
+
587.17,
|
| 1045 |
+
424.96,
|
| 1046 |
+
595.19
|
| 1047 |
+
]
|
| 1048 |
+
},
|
| 1049 |
+
{
|
| 1050 |
+
"text": "but",
|
| 1051 |
+
"bbox_points": [
|
| 1052 |
+
427.3,
|
| 1053 |
+
587.17,
|
| 1054 |
+
438.86,
|
| 1055 |
+
595.19
|
| 1056 |
+
]
|
| 1057 |
+
},
|
| 1058 |
+
{
|
| 1059 |
+
"text": "it",
|
| 1060 |
+
"bbox_points": [
|
| 1061 |
+
441.24,
|
| 1062 |
+
587.17,
|
| 1063 |
+
446.15,
|
| 1064 |
+
595.19
|
| 1065 |
+
]
|
| 1066 |
+
},
|
| 1067 |
+
{
|
| 1068 |
+
"text": "also",
|
| 1069 |
+
"bbox_points": [
|
| 1070 |
+
448.56,
|
| 1071 |
+
587.17,
|
| 1072 |
+
462.95,
|
| 1073 |
+
595.19
|
| 1074 |
+
]
|
| 1075 |
+
},
|
| 1076 |
+
{
|
| 1077 |
+
"text": "increases",
|
| 1078 |
+
"bbox_points": [
|
| 1079 |
+
465.34,
|
| 1080 |
+
587.17,
|
| 1081 |
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498.21,
|
| 1082 |
+
595.19
|
| 1083 |
+
]
|
| 1084 |
+
},
|
| 1085 |
+
{
|
| 1086 |
+
"text": "the",
|
| 1087 |
+
"bbox_points": [
|
| 1088 |
+
500.37,
|
| 1089 |
+
587.17,
|
| 1090 |
+
511.69,
|
| 1091 |
+
595.19
|
| 1092 |
+
]
|
| 1093 |
+
}
|
| 1094 |
+
]
|
| 1095 |
+
},
|
| 1096 |
+
{
|
| 1097 |
+
"text": "computational complexity of the model",
|
| 1098 |
+
"bbox_points": [
|
| 1099 |
+
180.0,
|
| 1100 |
+
597.66,
|
| 1101 |
+
321.48,
|
| 1102 |
+
605.68
|
| 1103 |
+
],
|
| 1104 |
+
"words": [
|
| 1105 |
+
{
|
| 1106 |
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"text": "computational",
|
| 1107 |
+
"bbox_points": [
|
| 1108 |
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180.0,
|
| 1109 |
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597.66,
|
| 1110 |
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231.95,
|
| 1111 |
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605.68
|
| 1112 |
+
]
|
| 1113 |
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},
|
| 1114 |
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{
|
| 1115 |
+
"text": "complexity",
|
| 1116 |
+
"bbox_points": [
|
| 1117 |
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234.31,
|
| 1118 |
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597.66,
|
| 1119 |
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273.62,
|
| 1120 |
+
605.68
|
| 1121 |
+
]
|
| 1122 |
+
},
|
| 1123 |
+
{
|
| 1124 |
+
"text": "of",
|
| 1125 |
+
"bbox_points": [
|
| 1126 |
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275.81,
|
| 1127 |
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597.66,
|
| 1128 |
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282.88,
|
| 1129 |
+
605.68
|
| 1130 |
+
]
|
| 1131 |
+
},
|
| 1132 |
+
{
|
| 1133 |
+
"text": "the",
|
| 1134 |
+
"bbox_points": [
|
| 1135 |
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285.28,
|
| 1136 |
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597.66,
|
| 1137 |
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296.6,
|
| 1138 |
+
605.68
|
| 1139 |
+
]
|
| 1140 |
+
},
|
| 1141 |
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{
|
| 1142 |
+
"text": "model",
|
| 1143 |
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"bbox_points": [
|
| 1144 |
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299.0,
|
| 1145 |
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597.66,
|
| 1146 |
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321.48,
|
| 1147 |
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605.68
|
| 1148 |
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]
|
| 1149 |
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}
|
| 1150 |
+
]
|
| 1151 |
+
},
|
| 1152 |
+
{
|
| 1153 |
+
"text": "A4 Batch size Larger batch sizes can lead to faster convergence but may require more memory, while smaller batch",
|
| 1154 |
+
"bbox_points": [
|
| 1155 |
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43.43,
|
| 1156 |
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611.56,
|
| 1157 |
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535.27,
|
| 1158 |
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620.3
|
| 1159 |
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],
|
| 1160 |
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"words": [
|
| 1161 |
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{
|
| 1162 |
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"text": "A4",
|
| 1163 |
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"bbox_points": [
|
| 1164 |
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43.43,
|
| 1165 |
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611.56,
|
| 1166 |
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52.7,
|
| 1167 |
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620.3
|
| 1168 |
+
]
|
| 1169 |
+
},
|
| 1170 |
+
{
|
| 1171 |
+
"text": "Batch",
|
| 1172 |
+
"bbox_points": [
|
| 1173 |
+
79.6,
|
| 1174 |
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611.66,
|
| 1175 |
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100.5,
|
| 1176 |
+
619.68
|
| 1177 |
+
]
|
| 1178 |
+
},
|
| 1179 |
+
{
|
| 1180 |
+
"text": "size",
|
| 1181 |
+
"bbox_points": [
|
| 1182 |
+
102.84,
|
| 1183 |
+
611.66,
|
| 1184 |
+
116.5,
|
| 1185 |
+
619.68
|
| 1186 |
+
]
|
| 1187 |
+
},
|
| 1188 |
+
{
|
| 1189 |
+
"text": "Larger",
|
| 1190 |
+
"bbox_points": [
|
| 1191 |
+
172.01,
|
| 1192 |
+
611.66,
|
| 1193 |
+
195.81,
|
| 1194 |
+
619.68
|
| 1195 |
+
]
|
| 1196 |
+
},
|
| 1197 |
+
{
|
| 1198 |
+
"text": "batch",
|
| 1199 |
+
"bbox_points": [
|
| 1200 |
+
198.14,
|
| 1201 |
+
611.66,
|
| 1202 |
+
217.85,
|
| 1203 |
+
619.68
|
| 1204 |
+
]
|
| 1205 |
+
},
|
| 1206 |
+
{
|
| 1207 |
+
"text": "sizes",
|
| 1208 |
+
"bbox_points": [
|
| 1209 |
+
220.25,
|
| 1210 |
+
611.66,
|
| 1211 |
+
237.24,
|
| 1212 |
+
619.68
|
| 1213 |
+
]
|
| 1214 |
+
},
|
| 1215 |
+
{
|
| 1216 |
+
"text": "can",
|
| 1217 |
+
"bbox_points": [
|
| 1218 |
+
239.58,
|
| 1219 |
+
611.66,
|
| 1220 |
+
252.49,
|
| 1221 |
+
619.68
|
| 1222 |
+
]
|
| 1223 |
+
},
|
| 1224 |
+
{
|
| 1225 |
+
"text": "lead",
|
| 1226 |
+
"bbox_points": [
|
| 1227 |
+
254.83,
|
| 1228 |
+
611.66,
|
| 1229 |
+
269.9,
|
| 1230 |
+
619.68
|
| 1231 |
+
]
|
| 1232 |
+
},
|
| 1233 |
+
{
|
| 1234 |
+
"text": "to",
|
| 1235 |
+
"bbox_points": [
|
| 1236 |
+
272.3,
|
| 1237 |
+
611.66,
|
| 1238 |
+
279.45,
|
| 1239 |
+
619.68
|
| 1240 |
+
]
|
| 1241 |
+
},
|
| 1242 |
+
{
|
| 1243 |
+
"text": "faster",
|
| 1244 |
+
"bbox_points": [
|
| 1245 |
+
281.82,
|
| 1246 |
+
611.66,
|
| 1247 |
+
301.36,
|
| 1248 |
+
619.68
|
| 1249 |
+
]
|
| 1250 |
+
},
|
| 1251 |
+
{
|
| 1252 |
+
"text": "convergence",
|
| 1253 |
+
"bbox_points": [
|
| 1254 |
+
303.59,
|
| 1255 |
+
611.66,
|
| 1256 |
+
348.79,
|
| 1257 |
+
619.68
|
| 1258 |
+
]
|
| 1259 |
+
},
|
| 1260 |
+
{
|
| 1261 |
+
"text": "but",
|
| 1262 |
+
"bbox_points": [
|
| 1263 |
+
351.1,
|
| 1264 |
+
611.66,
|
| 1265 |
+
362.67,
|
| 1266 |
+
619.68
|
| 1267 |
+
]
|
| 1268 |
+
},
|
| 1269 |
+
{
|
| 1270 |
+
"text": "may",
|
| 1271 |
+
"bbox_points": [
|
| 1272 |
+
365.05,
|
| 1273 |
+
611.66,
|
| 1274 |
+
379.99,
|
| 1275 |
+
619.68
|
| 1276 |
+
]
|
| 1277 |
+
},
|
| 1278 |
+
{
|
| 1279 |
+
"text": "require",
|
| 1280 |
+
"bbox_points": [
|
| 1281 |
+
382.39,
|
| 1282 |
+
611.66,
|
| 1283 |
+
407.65,
|
| 1284 |
+
619.68
|
| 1285 |
+
]
|
| 1286 |
+
},
|
| 1287 |
+
{
|
| 1288 |
+
"text": "more",
|
| 1289 |
+
"bbox_points": [
|
| 1290 |
+
410.06,
|
| 1291 |
+
611.66,
|
| 1292 |
+
428.57,
|
| 1293 |
+
619.68
|
| 1294 |
+
]
|
| 1295 |
+
},
|
| 1296 |
+
{
|
| 1297 |
+
"text": "memory,",
|
| 1298 |
+
"bbox_points": [
|
| 1299 |
+
430.98,
|
| 1300 |
+
611.66,
|
| 1301 |
+
462.46,
|
| 1302 |
+
619.68
|
| 1303 |
+
]
|
| 1304 |
+
},
|
| 1305 |
+
{
|
| 1306 |
+
"text": "while",
|
| 1307 |
+
"bbox_points": [
|
| 1308 |
+
464.82,
|
| 1309 |
+
611.66,
|
| 1310 |
+
484.55,
|
| 1311 |
+
619.68
|
| 1312 |
+
]
|
| 1313 |
+
},
|
| 1314 |
+
{
|
| 1315 |
+
"text": "smaller",
|
| 1316 |
+
"bbox_points": [
|
| 1317 |
+
486.93,
|
| 1318 |
+
611.66,
|
| 1319 |
+
513.24,
|
| 1320 |
+
619.68
|
| 1321 |
+
]
|
| 1322 |
+
},
|
| 1323 |
+
{
|
| 1324 |
+
"text": "batch",
|
| 1325 |
+
"bbox_points": [
|
| 1326 |
+
515.56,
|
| 1327 |
+
611.66,
|
| 1328 |
+
535.27,
|
| 1329 |
+
619.68
|
| 1330 |
+
]
|
| 1331 |
+
}
|
| 1332 |
+
]
|
| 1333 |
+
},
|
| 1334 |
+
{
|
| 1335 |
+
"text": "sizes may lead to more noise in the gradient estimates but can sometimes generalize better",
|
| 1336 |
+
"bbox_points": [
|
| 1337 |
+
180.0,
|
| 1338 |
+
622.15,
|
| 1339 |
+
505.34,
|
| 1340 |
+
630.17
|
| 1341 |
+
],
|
| 1342 |
+
"words": [
|
| 1343 |
+
{
|
| 1344 |
+
"text": "sizes",
|
| 1345 |
+
"bbox_points": [
|
| 1346 |
+
180.0,
|
| 1347 |
+
622.15,
|
| 1348 |
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196.98,
|
| 1349 |
+
630.17
|
| 1350 |
+
]
|
| 1351 |
+
},
|
| 1352 |
+
{
|
| 1353 |
+
"text": "may",
|
| 1354 |
+
"bbox_points": [
|
| 1355 |
+
199.33,
|
| 1356 |
+
622.15,
|
| 1357 |
+
214.27,
|
| 1358 |
+
630.17
|
| 1359 |
+
]
|
| 1360 |
+
},
|
| 1361 |
+
{
|
| 1362 |
+
"text": "lead",
|
| 1363 |
+
"bbox_points": [
|
| 1364 |
+
216.68,
|
| 1365 |
+
622.15,
|
| 1366 |
+
231.74,
|
| 1367 |
+
630.17
|
| 1368 |
+
]
|
| 1369 |
+
},
|
| 1370 |
+
{
|
| 1371 |
+
"text": "to",
|
| 1372 |
+
"bbox_points": [
|
| 1373 |
+
234.08,
|
| 1374 |
+
622.15,
|
| 1375 |
+
241.24,
|
| 1376 |
+
630.17
|
| 1377 |
+
]
|
| 1378 |
+
},
|
| 1379 |
+
{
|
| 1380 |
+
"text": "more",
|
| 1381 |
+
"bbox_points": [
|
| 1382 |
+
243.67,
|
| 1383 |
+
622.15,
|
| 1384 |
+
262.18,
|
| 1385 |
+
630.17
|
| 1386 |
+
]
|
| 1387 |
+
},
|
| 1388 |
+
{
|
| 1389 |
+
"text": "noise",
|
| 1390 |
+
"bbox_points": [
|
| 1391 |
+
264.58,
|
| 1392 |
+
622.15,
|
| 1393 |
+
283.56,
|
| 1394 |
+
630.17
|
| 1395 |
+
]
|
| 1396 |
+
},
|
| 1397 |
+
{
|
| 1398 |
+
"text": "in",
|
| 1399 |
+
"bbox_points": [
|
| 1400 |
+
285.9,
|
| 1401 |
+
622.15,
|
| 1402 |
+
292.97,
|
| 1403 |
+
630.17
|
| 1404 |
+
]
|
| 1405 |
+
},
|
| 1406 |
+
{
|
| 1407 |
+
"text": "the",
|
| 1408 |
+
"bbox_points": [
|
| 1409 |
+
295.37,
|
| 1410 |
+
622.15,
|
| 1411 |
+
306.69,
|
| 1412 |
+
630.17
|
| 1413 |
+
]
|
| 1414 |
+
},
|
| 1415 |
+
{
|
| 1416 |
+
"text": "gradient",
|
| 1417 |
+
"bbox_points": [
|
| 1418 |
+
309.09,
|
| 1419 |
+
622.15,
|
| 1420 |
+
338.45,
|
| 1421 |
+
630.17
|
| 1422 |
+
]
|
| 1423 |
+
},
|
| 1424 |
+
{
|
| 1425 |
+
"text": "estimates",
|
| 1426 |
+
"bbox_points": [
|
| 1427 |
+
340.78,
|
| 1428 |
+
622.15,
|
| 1429 |
+
373.7,
|
| 1430 |
+
630.17
|
| 1431 |
+
]
|
| 1432 |
+
},
|
| 1433 |
+
{
|
| 1434 |
+
"text": "but",
|
| 1435 |
+
"bbox_points": [
|
| 1436 |
+
376.1,
|
| 1437 |
+
622.15,
|
| 1438 |
+
387.67,
|
| 1439 |
+
630.17
|
| 1440 |
+
]
|
| 1441 |
+
},
|
| 1442 |
+
{
|
| 1443 |
+
"text": "can",
|
| 1444 |
+
"bbox_points": [
|
| 1445 |
+
390.05,
|
| 1446 |
+
622.15,
|
| 1447 |
+
402.95,
|
| 1448 |
+
630.17
|
| 1449 |
+
]
|
| 1450 |
+
},
|
| 1451 |
+
{
|
| 1452 |
+
"text": "sometimes",
|
| 1453 |
+
"bbox_points": [
|
| 1454 |
+
405.3,
|
| 1455 |
+
622.15,
|
| 1456 |
+
443.43,
|
| 1457 |
+
630.17
|
| 1458 |
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]
|
| 1459 |
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},
|
| 1460 |
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{
|
| 1461 |
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"text": "generalize",
|
| 1462 |
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| 1463 |
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| 1464 |
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630.17
|
| 1467 |
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| 1468 |
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| 1469 |
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{
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| 1470 |
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"text": "better",
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| 1471 |
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| 1477 |
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| 1478 |
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|
| 1479 |
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},
|
| 1480 |
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{
|
| 1481 |
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"text": "A5 Epochs Increasing number of epochs can improve the model’s performance up to a certain point, but may also",
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| 1482 |
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"text": "A5",
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| 1496 |
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|
| 1497 |
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| 1498 |
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{
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| 1499 |
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"text": "Epochs",
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| 1500 |
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| 1505 |
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| 1507 |
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{
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| 1508 |
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"text": "Increasing",
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| 1517 |
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"text": "number",
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},
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| 1525 |
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| 1526 |
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"text": "of",
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| 1534 |
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{
|
| 1535 |
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"text": "epochs",
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| 1536 |
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| 1537 |
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{
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"text": "can",
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| 1552 |
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{
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| 1553 |
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"text": "improve",
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"text": "the",
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| 1570 |
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| 1571 |
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"text": "model’s",
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{
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| 1580 |
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"text": "performance",
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| 1589 |
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"text": "up",
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]
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},
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| 1597 |
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{
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| 1598 |
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"text": "to",
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| 1599 |
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"bbox_points": [
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| 1600 |
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| 1601 |
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{
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"text": "a",
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{
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| 1616 |
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"text": "certain",
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},
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| 1624 |
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{
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| 1625 |
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"text": "point,",
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| 1626 |
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{
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| 1634 |
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"text": "but",
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},
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| 1643 |
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"text": "may",
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},
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{
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| 1652 |
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"text": "also",
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| 1653 |
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| 1654 |
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526.73,
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}
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| 1660 |
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| 1661 |
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},
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| 1662 |
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{
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| 1663 |
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"text": "increase the risk of overfitting. Proper tuning the number of epochs is crucial for achieving the right",
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{
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| 1681 |
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"text": "the",
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| 1682 |
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654.71
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| 1688 |
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| 1689 |
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{
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| 1690 |
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"text": "risk",
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| 1691 |
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| 1698 |
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| 1699 |
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"text": "of",
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| 1700 |
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| 1701 |
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248.24,
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654.71
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| 1706 |
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| 1707 |
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{
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| 1708 |
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"text": "overfitting.",
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| 1714 |
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| 1715 |
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| 1716 |
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{
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| 1717 |
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"text": "Proper",
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| 1718 |
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| 1725 |
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| 1726 |
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"text": "tuning",
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| 1727 |
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| 1732 |
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| 1733 |
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},
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| 1734 |
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{
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| 1735 |
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"text": "the",
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| 1736 |
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]
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| 1742 |
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| 1743 |
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{
|
| 1744 |
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"text": "number",
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| 1745 |
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| 1746 |
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357.16,
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| 1747 |
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| 1748 |
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| 1751 |
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},
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| 1752 |
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| 1753 |
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"text": "of",
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| 1754 |
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| 1755 |
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| 1760 |
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},
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| 1761 |
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{
|
| 1762 |
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"text": "epochs",
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| 1763 |
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| 1764 |
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| 1765 |
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| 1766 |
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| 1769 |
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| 1770 |
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| 1771 |
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"text": "is",
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| 1772 |
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| 1773 |
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| 1775 |
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654.71
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| 1777 |
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| 1778 |
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},
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| 1779 |
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{
|
| 1780 |
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"text": "crucial",
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| 1781 |
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| 1782 |
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| 1783 |
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| 1786 |
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]
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| 1787 |
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},
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| 1788 |
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{
|
| 1789 |
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"text": "for",
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| 1790 |
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| 1791 |
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459.21,
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| 1792 |
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| 1793 |
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469.44,
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654.71
|
| 1795 |
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]
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| 1796 |
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},
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| 1797 |
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{
|
| 1798 |
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"text": "achieving",
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| 1799 |
+
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| 1800 |
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| 1801 |
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646.7,
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| 1802 |
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| 1803 |
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654.71
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| 1804 |
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]
|
| 1805 |
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},
|
| 1806 |
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{
|
| 1807 |
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"text": "the",
|
| 1808 |
+
"bbox_points": [
|
| 1809 |
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508.31,
|
| 1810 |
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646.7,
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| 1811 |
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519.63,
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| 1812 |
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654.71
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| 1813 |
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]
|
| 1814 |
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},
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| 1815 |
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{
|
| 1816 |
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"text": "right",
|
| 1817 |
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| 1818 |
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521.97,
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| 1819 |
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646.7,
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| 1820 |
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| 1821 |
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654.71
|
| 1822 |
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]
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| 1823 |
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}
|
| 1824 |
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]
|
| 1825 |
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},
|
| 1826 |
+
{
|
| 1827 |
+
"text": "balance between underfitting and overfitting",
|
| 1828 |
+
"bbox_points": [
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| 1829 |
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180.0,
|
| 1830 |
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656.91,
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| 1831 |
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339.03,
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| 1832 |
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665.2
|
| 1833 |
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],
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| 1834 |
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"words": [
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| 1835 |
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{
|
| 1836 |
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"text": "balance",
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| 1837 |
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| 1838 |
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180.0,
|
| 1839 |
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657.19,
|
| 1840 |
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207.81,
|
| 1841 |
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665.2
|
| 1842 |
+
]
|
| 1843 |
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},
|
| 1844 |
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{
|
| 1845 |
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"text": "between",
|
| 1846 |
+
"bbox_points": [
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| 1847 |
+
210.1,
|
| 1848 |
+
657.19,
|
| 1849 |
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239.97,
|
| 1850 |
+
665.2
|
| 1851 |
+
]
|
| 1852 |
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},
|
| 1853 |
+
{
|
| 1854 |
+
"text": "underfitting",
|
| 1855 |
+
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|
| 1856 |
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242.36,
|
| 1857 |
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656.91,
|
| 1858 |
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284.32,
|
| 1859 |
+
665.2
|
| 1860 |
+
]
|
| 1861 |
+
},
|
| 1862 |
+
{
|
| 1863 |
+
"text": "and",
|
| 1864 |
+
"bbox_points": [
|
| 1865 |
+
286.69,
|
| 1866 |
+
657.19,
|
| 1867 |
+
300.17,
|
| 1868 |
+
665.2
|
| 1869 |
+
]
|
| 1870 |
+
},
|
| 1871 |
+
{
|
| 1872 |
+
"text": "overfitting",
|
| 1873 |
+
"bbox_points": [
|
| 1874 |
+
302.57,
|
| 1875 |
+
656.91,
|
| 1876 |
+
339.03,
|
| 1877 |
+
665.2
|
| 1878 |
+
]
|
| 1879 |
+
}
|
| 1880 |
+
]
|
| 1881 |
+
},
|
| 1882 |
+
{
|
| 1883 |
+
"text": "A6 Optimizer It impacts the convergence speed and quality of the trained model. Choosing appropriate optimizer",
|
| 1884 |
+
"bbox_points": [
|
| 1885 |
+
43.43,
|
| 1886 |
+
671.09,
|
| 1887 |
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528.99,
|
| 1888 |
+
679.83
|
| 1889 |
+
],
|
| 1890 |
+
"words": [
|
| 1891 |
+
{
|
| 1892 |
+
"text": "A6",
|
| 1893 |
+
"bbox_points": [
|
| 1894 |
+
43.43,
|
| 1895 |
+
671.09,
|
| 1896 |
+
52.7,
|
| 1897 |
+
679.83
|
| 1898 |
+
]
|
| 1899 |
+
},
|
| 1900 |
+
{
|
| 1901 |
+
"text": "Optimizer",
|
| 1902 |
+
"bbox_points": [
|
| 1903 |
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79.6,
|
| 1904 |
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671.19,
|
| 1905 |
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116.31,
|
| 1906 |
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679.21
|
| 1907 |
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]
|
| 1908 |
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},
|
| 1909 |
+
{
|
| 1910 |
+
"text": "It",
|
| 1911 |
+
"bbox_points": [
|
| 1912 |
+
172.01,
|
| 1913 |
+
671.19,
|
| 1914 |
+
177.74,
|
| 1915 |
+
679.21
|
| 1916 |
+
]
|
| 1917 |
+
},
|
| 1918 |
+
{
|
| 1919 |
+
"text": "impacts",
|
| 1920 |
+
"bbox_points": [
|
| 1921 |
+
180.11,
|
| 1922 |
+
671.19,
|
| 1923 |
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207.88,
|
| 1924 |
+
679.21
|
| 1925 |
+
]
|
| 1926 |
+
},
|
| 1927 |
+
{
|
| 1928 |
+
"text": "the",
|
| 1929 |
+
"bbox_points": [
|
| 1930 |
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210.1,
|
| 1931 |
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671.19,
|
| 1932 |
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221.42,
|
| 1933 |
+
679.21
|
| 1934 |
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]
|
| 1935 |
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},
|
| 1936 |
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{
|
| 1937 |
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"text": "convergence",
|
| 1938 |
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|
| 1939 |
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223.77,
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| 1940 |
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671.19,
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| 1941 |
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268.96,
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| 1942 |
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679.21
|
| 1943 |
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]
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| 1944 |
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| 1945 |
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{
|
| 1946 |
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"text": "speed",
|
| 1947 |
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| 1948 |
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271.28,
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| 1949 |
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671.19,
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| 1950 |
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291.75,
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| 1951 |
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679.21
|
| 1952 |
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| 1953 |
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},
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| 1954 |
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{
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| 1955 |
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"text": "and",
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| 1956 |
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|
| 1957 |
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294.12,
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| 1958 |
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671.19,
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| 1959 |
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307.6,
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| 1960 |
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679.21
|
| 1961 |
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| 1962 |
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},
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| 1963 |
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{
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| 1964 |
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"text": "quality",
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| 1965 |
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| 1966 |
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310.0,
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| 1967 |
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671.19,
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| 1968 |
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334.38,
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| 1969 |
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679.21
|
| 1970 |
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]
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| 1971 |
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},
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| 1972 |
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{
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| 1973 |
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"text": "of",
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| 1974 |
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| 1975 |
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336.59,
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| 1976 |
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671.19,
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| 1977 |
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343.66,
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| 1978 |
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679.21
|
| 1979 |
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]
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| 1980 |
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},
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| 1981 |
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{
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| 1982 |
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"text": "the",
|
| 1983 |
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| 1984 |
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346.0,
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| 1985 |
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671.19,
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| 1986 |
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357.32,
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| 1987 |
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679.21
|
| 1988 |
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]
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| 1989 |
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},
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| 1990 |
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{
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| 1991 |
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"text": "trained",
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| 1992 |
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| 1993 |
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359.72,
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671.19,
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| 1995 |
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385.08,
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| 1996 |
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679.21
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| 1997 |
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| 1998 |
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| 1999 |
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{
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| 2000 |
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"text": "model.",
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| 2001 |
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387.44,
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411.92,
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679.21
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| 2006 |
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| 2007 |
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},
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| 2008 |
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{
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| 2009 |
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"text": "Choosing",
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| 2010 |
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| 2011 |
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414.25,
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671.19,
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448.29,
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679.21
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| 2015 |
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| 2016 |
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},
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| 2017 |
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{
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| 2018 |
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"text": "appropriate",
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| 2019 |
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| 2020 |
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450.65,
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671.19,
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492.09,
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679.21
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{
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| 2027 |
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"text": "optimizer",
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| 2028 |
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494.53,
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| 2030 |
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| 2035 |
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| 2036 |
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| 2037 |
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{
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| 2038 |
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"text": "aids the network’s ability to navigate the loss and identify the optimal parameter values",
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| 2055 |
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| 2056 |
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| 2057 |
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196.61,
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207.93,
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689.69
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| 2063 |
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| 2064 |
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| 2065 |
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"text": "network’s",
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| 2066 |
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210.27,
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681.4,
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245.35,
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689.69
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| 2071 |
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| 2072 |
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| 2073 |
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{
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| 2074 |
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"text": "ability",
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| 2075 |
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247.75,
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681.68,
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269.88,
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689.69
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| 2080 |
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| 2081 |
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| 2082 |
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{
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| 2083 |
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"text": "to",
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| 2084 |
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272.24,
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681.68,
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| 2087 |
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279.39,
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689.69
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| 2089 |
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| 2090 |
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| 2091 |
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{
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| 2092 |
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"text": "navigate",
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| 2093 |
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| 2094 |
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281.76,
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681.68,
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311.53,
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689.69
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| 2098 |
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| 2099 |
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| 2100 |
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{
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| 2101 |
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"text": "the",
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| 2102 |
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313.91,
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681.68,
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325.23,
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689.69
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| 2108 |
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| 2109 |
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{
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| 2110 |
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"text": "loss",
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| 2111 |
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327.63,
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681.68,
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341.19,
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689.69
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| 2117 |
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| 2118 |
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{
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| 2119 |
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| 2120 |
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343.56,
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681.68,
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357.04,
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689.69
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| 2127 |
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{
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| 2128 |
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"text": "identify",
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359.43,
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681.68,
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386.48,
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689.69
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| 2135 |
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| 2136 |
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{
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| 2137 |
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"text": "the",
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| 2138 |
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388.8,
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400.12,
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689.69
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| 2144 |
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{
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| 2146 |
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"text": "optimal",
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| 2147 |
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402.52,
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430.06,
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689.69
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| 2153 |
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| 2154 |
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{
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| 2155 |
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"text": "parameter",
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| 2156 |
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432.4,
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469.03,
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689.69
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| 2162 |
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| 2163 |
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{
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| 2164 |
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"text": "values",
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| 2165 |
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471.34,
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| 2172 |
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| 2173 |
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},
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| 2174 |
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{
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| 2175 |
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"text": "A7 Regularization Regularization parameters control overfitting by penalizing large weights in the network. Lasso and",
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| 2176 |
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| 2177 |
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43.43,
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704.32
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"text": "A7",
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704.32
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| 2191 |
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},
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| 2192 |
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{
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| 2193 |
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"text": "Regularization",
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| 2194 |
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| 2195 |
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79.6,
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695.68,
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131.69,
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703.7
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| 2199 |
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]
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| 2200 |
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},
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| 2201 |
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{
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| 2202 |
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"text": "Regularization",
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| 2203 |
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| 2204 |
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172.01,
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| 2205 |
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695.68,
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224.1,
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703.7
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| 2209 |
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| 2210 |
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{
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| 2211 |
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"text": "parameters",
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| 2212 |
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| 2213 |
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226.49,
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| 2214 |
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695.68,
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266.39,
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703.7
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| 2217 |
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| 2218 |
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| 2219 |
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{
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| 2220 |
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"text": "control",
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| 2221 |
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268.72,
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| 2223 |
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695.68,
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| 2224 |
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294.51,
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703.7
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| 2226 |
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| 2227 |
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},
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| 2228 |
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{
|
| 2229 |
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"text": "overfitting",
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| 2230 |
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| 2231 |
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296.9,
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| 2232 |
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695.4,
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333.36,
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703.7
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| 2237 |
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{
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| 2238 |
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"text": "by",
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| 2239 |
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335.73,
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| 2241 |
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344.15,
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| 2243 |
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703.7
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| 2244 |
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]
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| 2245 |
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},
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| 2246 |
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{
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| 2247 |
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"text": "penalizing",
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| 2248 |
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| 2249 |
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346.56,
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| 2250 |
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695.68,
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| 2251 |
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383.67,
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703.7
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| 2253 |
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]
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| 2254 |
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},
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| 2255 |
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{
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| 2256 |
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"text": "large",
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| 2257 |
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386.08,
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695.68,
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| 2260 |
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403.73,
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703.7
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| 2263 |
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| 2264 |
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{
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| 2265 |
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"text": "weights",
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| 2266 |
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405.92,
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695.68,
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| 2269 |
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433.02,
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703.7
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| 2272 |
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| 2273 |
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{
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| 2274 |
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"text": "in",
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| 2275 |
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| 2276 |
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435.4,
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| 2277 |
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| 2278 |
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442.47,
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| 2279 |
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703.7
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| 2280 |
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| 2281 |
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| 2282 |
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{
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| 2283 |
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"text": "the",
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| 2284 |
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| 2285 |
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444.87,
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| 2286 |
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695.68,
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| 2287 |
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456.19,
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| 2288 |
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703.7
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| 2289 |
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| 2290 |
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| 2291 |
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{
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| 2292 |
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"text": "network.",
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| 2293 |
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458.59,
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695.68,
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490.45,
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703.7
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| 2298 |
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]
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| 2299 |
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},
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| 2300 |
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{
|
| 2301 |
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"text": "Lasso",
|
| 2302 |
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| 2303 |
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492.89,
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| 2304 |
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695.68,
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513.61,
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703.7
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| 2307 |
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| 2308 |
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| 2309 |
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{
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| 2310 |
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"text": "and",
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| 2311 |
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| 2312 |
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515.96,
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| 2313 |
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695.68,
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| 2314 |
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529.44,
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703.7
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| 2316 |
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]
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| 2317 |
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}
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| 2318 |
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]
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| 2319 |
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},
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| 2320 |
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{
|
| 2321 |
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"text": "parameters Ridge type regularization improve generalization handling the noisy data",
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| 2322 |
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| 2323 |
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87.59,
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706.17,
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441.23,
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714.19
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| 2328 |
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| 2329 |
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{
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| 2330 |
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"text": "parameters",
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| 2331 |
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| 2332 |
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87.59,
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| 2333 |
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706.17,
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127.55,
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714.19
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| 2336 |
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]
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| 2337 |
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| 2338 |
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{
|
| 2339 |
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"text": "Ridge",
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| 2340 |
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| 2341 |
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180.0,
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| 2342 |
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706.17,
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200.48,
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714.19
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| 2345 |
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]
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| 2346 |
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| 2347 |
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{
|
| 2348 |
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"text": "type",
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| 2349 |
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| 2350 |
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202.79,
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| 2351 |
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706.17,
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| 2352 |
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217.94,
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| 2353 |
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714.19
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| 2354 |
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]
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| 2355 |
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},
|
| 2356 |
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{
|
| 2357 |
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"text": "regularization",
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| 2358 |
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"bbox_points": [
|
| 2359 |
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220.31,
|
| 2360 |
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706.17,
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| 2361 |
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270.02,
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| 2362 |
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714.19
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| 2363 |
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]
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| 2364 |
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},
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| 2365 |
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{
|
| 2366 |
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"text": "improve",
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| 2367 |
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| 2368 |
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272.41,
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| 2369 |
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706.17,
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| 2370 |
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301.64,
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| 2371 |
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714.19
|
| 2372 |
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]
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| 2373 |
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},
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| 2374 |
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{
|
| 2375 |
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"text": "generalization",
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| 2376 |
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"bbox_points": [
|
| 2377 |
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304.05,
|
| 2378 |
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706.17,
|
| 2379 |
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354.72,
|
| 2380 |
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714.19
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| 2381 |
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]
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| 2382 |
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},
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| 2383 |
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{
|
| 2384 |
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"text": "handling",
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| 2385 |
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| 2386 |
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357.11,
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| 2387 |
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706.17,
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| 2388 |
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388.73,
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| 2389 |
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714.19
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| 2390 |
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]
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| 2391 |
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},
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| 2392 |
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{
|
| 2393 |
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"text": "the",
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| 2394 |
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"bbox_points": [
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| 2395 |
+
391.07,
|
| 2396 |
+
706.17,
|
| 2397 |
+
402.39,
|
| 2398 |
+
714.19
|
| 2399 |
+
]
|
| 2400 |
+
},
|
| 2401 |
+
{
|
| 2402 |
+
"text": "noisy",
|
| 2403 |
+
"bbox_points": [
|
| 2404 |
+
404.79,
|
| 2405 |
+
706.17,
|
| 2406 |
+
423.59,
|
| 2407 |
+
714.19
|
| 2408 |
+
]
|
| 2409 |
+
},
|
| 2410 |
+
{
|
| 2411 |
+
"text": "data",
|
| 2412 |
+
"bbox_points": [
|
| 2413 |
+
425.93,
|
| 2414 |
+
706.17,
|
| 2415 |
+
441.23,
|
| 2416 |
+
714.19
|
| 2417 |
+
]
|
| 2418 |
+
}
|
| 2419 |
+
]
|
| 2420 |
+
}
|
| 2421 |
+
],
|
| 2422 |
+
"detection_error": null
|
| 2423 |
+
}
|
Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_02.txt
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
Hyperparameter information on ANN
|
Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_03.jpg
ADDED
|
Git LFS Details
|
Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_03.json
ADDED
|
@@ -0,0 +1,1376 @@
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| 1 |
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| 2 |
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| 3 |
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"text": "RF3 Maximum depth of each tree (max_depth) Constraining tree depth can prevent overfitting but may also lead to",
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174.39,
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| 683 |
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358.36,
|
| 684 |
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182.41
|
| 685 |
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]
|
| 686 |
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},
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| 687 |
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{
|
| 688 |
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"text": "depth",
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| 689 |
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| 690 |
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360.74,
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381.21,
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182.41
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| 694 |
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| 696 |
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| 697 |
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"text": "can",
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182.41
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| 704 |
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| 705 |
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| 706 |
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182.41
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| 712 |
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| 713 |
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| 714 |
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| 715 |
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"text": "overfitting",
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| 716 |
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428.03,
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| 718 |
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174.11,
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182.41
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"text": "but",
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182.41
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| 730 |
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| 731 |
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| 732 |
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| 733 |
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480.87,
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182.41
|
| 739 |
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| 740 |
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| 741 |
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| 742 |
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"text": "also",
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498.04,
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174.39,
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512.44,
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182.41
|
| 748 |
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| 749 |
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| 750 |
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| 751 |
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"text": "lead",
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514.83,
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529.89,
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182.41
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| 758 |
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| 759 |
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| 760 |
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"text": "to",
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| 761 |
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532.23,
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| 763 |
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182.41
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| 768 |
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|
| 769 |
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},
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| 770 |
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{
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| 771 |
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"text": "underfitting if set too low",
|
| 772 |
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304.5,
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192.89
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"text": "if",
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192.89
|
| 795 |
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| 797 |
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|
| 798 |
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"text": "set",
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| 799 |
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| 802 |
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192.89
|
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| 807 |
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"text": "too",
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368.39,
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192.89
|
| 813 |
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| 814 |
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| 815 |
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| 816 |
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"text": "low",
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| 817 |
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192.89
|
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|
| 823 |
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|
| 824 |
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]
|
| 825 |
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|
| 826 |
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{
|
| 827 |
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"text": "RF4 Minimum number of samples required to a split an Increasing this value can make the model more robust to noise but may",
|
| 828 |
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| 829 |
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64.01,
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|
| 833 |
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| 835 |
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"text": "RF4",
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207.52
|
| 842 |
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]
|
| 843 |
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},
|
| 844 |
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{
|
| 845 |
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"text": "Minimum",
|
| 846 |
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| 847 |
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206.9
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| 852 |
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| 853 |
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| 854 |
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"text": "number",
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206.9
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| 860 |
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| 861 |
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| 862 |
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| 863 |
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"text": "of",
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| 864 |
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206.9
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| 870 |
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| 871 |
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|
| 872 |
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"text": "samples",
|
| 873 |
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| 874 |
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177.73,
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| 875 |
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| 876 |
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| 877 |
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206.9
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| 878 |
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| 879 |
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},
|
| 880 |
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{
|
| 881 |
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"text": "required",
|
| 882 |
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| 883 |
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208.8,
|
| 884 |
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|
| 885 |
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238.64,
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| 886 |
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206.9
|
| 887 |
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]
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| 888 |
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|
| 889 |
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{
|
| 890 |
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"text": "to",
|
| 891 |
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"bbox_points": [
|
| 892 |
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241.0,
|
| 893 |
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198.88,
|
| 894 |
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248.15,
|
| 895 |
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206.9
|
| 896 |
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]
|
| 897 |
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},
|
| 898 |
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{
|
| 899 |
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"text": "a",
|
| 900 |
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|
| 901 |
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250.53,
|
| 902 |
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198.88,
|
| 903 |
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254.69,
|
| 904 |
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206.9
|
| 905 |
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|
| 906 |
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},
|
| 907 |
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{
|
| 908 |
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"text": "split",
|
| 909 |
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|
| 910 |
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257.1,
|
| 911 |
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|
| 912 |
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272.24,
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| 913 |
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206.9
|
| 914 |
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|
| 915 |
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| 916 |
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{
|
| 917 |
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"text": "an",
|
| 918 |
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| 919 |
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274.62,
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| 920 |
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|
| 921 |
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283.53,
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| 922 |
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206.9
|
| 923 |
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]
|
| 924 |
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},
|
| 925 |
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{
|
| 926 |
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"text": "Increasing",
|
| 927 |
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|
| 928 |
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296.5,
|
| 929 |
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198.88,
|
| 930 |
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333.92,
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| 931 |
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206.9
|
| 932 |
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| 933 |
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| 934 |
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{
|
| 935 |
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"text": "this",
|
| 936 |
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| 937 |
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336.3,
|
| 938 |
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198.88,
|
| 939 |
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349.28,
|
| 940 |
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206.9
|
| 941 |
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|
| 942 |
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},
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| 943 |
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{
|
| 944 |
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"text": "value",
|
| 945 |
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"bbox_points": [
|
| 946 |
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351.66,
|
| 947 |
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198.88,
|
| 948 |
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370.89,
|
| 949 |
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206.9
|
| 950 |
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]
|
| 951 |
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|
| 952 |
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{
|
| 953 |
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"text": "can",
|
| 954 |
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"bbox_points": [
|
| 955 |
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373.26,
|
| 956 |
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198.88,
|
| 957 |
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386.17,
|
| 958 |
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206.9
|
| 959 |
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]
|
| 960 |
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|
| 961 |
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{
|
| 962 |
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"text": "make",
|
| 963 |
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| 964 |
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388.51,
|
| 965 |
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198.88,
|
| 966 |
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408.05,
|
| 967 |
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206.9
|
| 968 |
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]
|
| 969 |
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|
| 970 |
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{
|
| 971 |
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"text": "the",
|
| 972 |
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|
| 973 |
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410.45,
|
| 974 |
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198.88,
|
| 975 |
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421.77,
|
| 976 |
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206.9
|
| 977 |
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]
|
| 978 |
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},
|
| 979 |
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{
|
| 980 |
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"text": "model",
|
| 981 |
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| 982 |
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424.12,
|
| 983 |
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|
| 984 |
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446.6,
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206.9
|
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| 987 |
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|
| 988 |
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{
|
| 989 |
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"text": "more",
|
| 990 |
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| 991 |
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448.95,
|
| 992 |
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198.88,
|
| 993 |
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467.52,
|
| 994 |
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206.9
|
| 995 |
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]
|
| 996 |
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},
|
| 997 |
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{
|
| 998 |
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"text": "robust",
|
| 999 |
+
"bbox_points": [
|
| 1000 |
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469.87,
|
| 1001 |
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198.88,
|
| 1002 |
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492.17,
|
| 1003 |
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206.9
|
| 1004 |
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]
|
| 1005 |
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},
|
| 1006 |
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{
|
| 1007 |
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"text": "to",
|
| 1008 |
+
"bbox_points": [
|
| 1009 |
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494.53,
|
| 1010 |
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198.88,
|
| 1011 |
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501.68,
|
| 1012 |
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206.9
|
| 1013 |
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]
|
| 1014 |
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},
|
| 1015 |
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{
|
| 1016 |
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"text": "noise",
|
| 1017 |
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|
| 1018 |
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504.11,
|
| 1019 |
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198.88,
|
| 1020 |
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523.09,
|
| 1021 |
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206.9
|
| 1022 |
+
]
|
| 1023 |
+
},
|
| 1024 |
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{
|
| 1025 |
+
"text": "but",
|
| 1026 |
+
"bbox_points": [
|
| 1027 |
+
525.43,
|
| 1028 |
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198.88,
|
| 1029 |
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537.0,
|
| 1030 |
+
206.9
|
| 1031 |
+
]
|
| 1032 |
+
},
|
| 1033 |
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{
|
| 1034 |
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"text": "may",
|
| 1035 |
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| 1036 |
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539.37,
|
| 1037 |
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198.88,
|
| 1038 |
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554.37,
|
| 1039 |
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206.9
|
| 1040 |
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]
|
| 1041 |
+
}
|
| 1042 |
+
]
|
| 1043 |
+
},
|
| 1044 |
+
{
|
| 1045 |
+
"text": "internal node (min_samples_split) also lead to underfitting",
|
| 1046 |
+
"bbox_points": [
|
| 1047 |
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108.17,
|
| 1048 |
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209.09,
|
| 1049 |
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390.23,
|
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217.39
|
| 1051 |
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],
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| 1052 |
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"words": [
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| 1053 |
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{
|
| 1054 |
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"text": "internal",
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| 1055 |
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| 1056 |
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108.17,
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| 1057 |
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209.37,
|
| 1058 |
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136.21,
|
| 1059 |
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217.39
|
| 1060 |
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]
|
| 1061 |
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},
|
| 1062 |
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{
|
| 1063 |
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"text": "node",
|
| 1064 |
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| 1065 |
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138.56,
|
| 1066 |
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209.37,
|
| 1067 |
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156.45,
|
| 1068 |
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217.39
|
| 1069 |
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]
|
| 1070 |
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},
|
| 1071 |
+
{
|
| 1072 |
+
"text": "(min_samples_split)",
|
| 1073 |
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"bbox_points": [
|
| 1074 |
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158.8,
|
| 1075 |
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209.37,
|
| 1076 |
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230.13,
|
| 1077 |
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217.39
|
| 1078 |
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]
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| 1079 |
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},
|
| 1080 |
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{
|
| 1081 |
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"text": "also",
|
| 1082 |
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|
| 1083 |
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304.5,
|
| 1084 |
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209.37,
|
| 1085 |
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318.89,
|
| 1086 |
+
217.39
|
| 1087 |
+
]
|
| 1088 |
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},
|
| 1089 |
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{
|
| 1090 |
+
"text": "lead",
|
| 1091 |
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"bbox_points": [
|
| 1092 |
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321.28,
|
| 1093 |
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209.37,
|
| 1094 |
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336.34,
|
| 1095 |
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217.39
|
| 1096 |
+
]
|
| 1097 |
+
},
|
| 1098 |
+
{
|
| 1099 |
+
"text": "to",
|
| 1100 |
+
"bbox_points": [
|
| 1101 |
+
338.74,
|
| 1102 |
+
209.37,
|
| 1103 |
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345.89,
|
| 1104 |
+
217.39
|
| 1105 |
+
]
|
| 1106 |
+
},
|
| 1107 |
+
{
|
| 1108 |
+
"text": "underfitting",
|
| 1109 |
+
"bbox_points": [
|
| 1110 |
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348.26,
|
| 1111 |
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209.09,
|
| 1112 |
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390.23,
|
| 1113 |
+
217.39
|
| 1114 |
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]
|
| 1115 |
+
}
|
| 1116 |
+
]
|
| 1117 |
+
},
|
| 1118 |
+
{
|
| 1119 |
+
"text": "RF5 Minimum number of samples required at a leaf Similar to min_samples_split, increasing this value can prevent overfitting",
|
| 1120 |
+
"bbox_points": [
|
| 1121 |
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64.01,
|
| 1122 |
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223.09,
|
| 1123 |
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561.55,
|
| 1124 |
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232.12
|
| 1125 |
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],
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| 1126 |
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"words": [
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| 1127 |
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{
|
| 1128 |
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"text": "RF5",
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| 1129 |
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| 1130 |
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64.01,
|
| 1131 |
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223.37,
|
| 1132 |
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77.53,
|
| 1133 |
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232.12
|
| 1134 |
+
]
|
| 1135 |
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},
|
| 1136 |
+
{
|
| 1137 |
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"text": "Minimum",
|
| 1138 |
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"bbox_points": [
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| 1139 |
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100.18,
|
| 1140 |
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223.37,
|
| 1141 |
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135.81,
|
| 1142 |
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231.39
|
| 1143 |
+
]
|
| 1144 |
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},
|
| 1145 |
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{
|
| 1146 |
+
"text": "number",
|
| 1147 |
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"bbox_points": [
|
| 1148 |
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138.22,
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| 1149 |
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"text": "node. (min_samples_leaf) but may also lead to underfitting",
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| 1375 |
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"detection_error": null
|
| 1376 |
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}
|
Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_03.txt
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
Hyperparameter information on RF
|
Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_04.jpg
ADDED
|
Git LFS Details
|
Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_04.json
ADDED
|
@@ -0,0 +1,2140 @@
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| 1 |
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{
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| 2 |
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"kind": "table",
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| 3 |
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"label": "table_04",
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| 4 |
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"number": 4,
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| 5 |
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"caption": "Hyperparameter information on CNN–LSTM",
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| 18 |
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| 19 |
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"position_relative_to_caption": "below",
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| 20 |
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| 21 |
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"structure_extracted": false,
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| 26 |
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| 27 |
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{
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| 28 |
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| 36 |
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{
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| 37 |
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"text": "Notation",
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| 38 |
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| 45 |
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{
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| 46 |
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"text": "Hyperparameter",
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| 47 |
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| 55 |
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"text": "that",
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261.36,
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630.17
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"text": "are",
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"text": "simultaneously",
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|
| 1097 |
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"text": "by",
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630.17
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| 1114 |
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"text": "the",
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477.13,
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488.45,
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630.17
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| 1123 |
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| 1124 |
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"text": "batch",
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| 1125 |
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490.85,
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622.15,
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510.56,
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630.17
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| 1132 |
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{
|
| 1133 |
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"text": "size.",
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| 1134 |
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"bbox_points": [
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| 1135 |
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512.96,
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528.61,
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630.17
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]
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| 1140 |
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| 1141 |
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{
|
| 1142 |
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"text": "Larger",
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| 1143 |
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| 1144 |
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530.93,
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| 1145 |
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630.17
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| 1150 |
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| 1151 |
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| 1152 |
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|
| 1153 |
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"text": "batch size captures the intricate patterns of the data incorrectly.",
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| 1154 |
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{
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"text": "size",
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640.71
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| 1179 |
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{
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"text": "captures",
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| 1188 |
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{
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| 1189 |
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"text": "the",
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| 1190 |
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640.71
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| 1196 |
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| 1197 |
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{
|
| 1198 |
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"text": "intricate",
|
| 1199 |
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640.71
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| 1206 |
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{
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| 1207 |
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"text": "patterns",
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| 1208 |
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| 1214 |
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{
|
| 1216 |
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"text": "of",
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| 1217 |
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"bbox_points": [
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330.41,
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| 1220 |
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337.48,
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| 1221 |
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640.71
|
| 1222 |
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]
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| 1223 |
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},
|
| 1224 |
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{
|
| 1225 |
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"text": "the",
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| 1226 |
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"bbox_points": [
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| 1227 |
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339.82,
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| 1228 |
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632.7,
|
| 1229 |
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351.14,
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| 1230 |
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640.71
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| 1231 |
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]
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| 1232 |
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| 1233 |
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{
|
| 1234 |
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"text": "data",
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| 1235 |
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"bbox_points": [
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353.54,
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640.71
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},
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| 1242 |
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{
|
| 1243 |
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"text": "incorrectly.",
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]
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| 1252 |
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},
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| 1253 |
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{
|
| 1254 |
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"text": "CL6 Learning rate The learning rate characterizes the size of the changes made to the weights in order to achieve the minimum",
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| 1255 |
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"bbox_points": [
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655.34
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| 1271 |
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{
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| 1272 |
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"text": "Learning",
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| 1273 |
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654.71
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| 1278 |
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|
| 1279 |
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| 1280 |
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{
|
| 1281 |
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"text": "rate",
|
| 1282 |
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| 1283 |
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134.99,
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|
| 1285 |
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| 1286 |
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654.71
|
| 1287 |
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]
|
| 1288 |
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},
|
| 1289 |
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{
|
| 1290 |
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"text": "The",
|
| 1291 |
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"bbox_points": [
|
| 1292 |
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174.84,
|
| 1293 |
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|
| 1294 |
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188.58,
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654.71
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| 1296 |
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| 1297 |
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| 1298 |
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{
|
| 1299 |
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"text": "learning",
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| 1300 |
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654.71
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| 1306 |
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| 1307 |
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{
|
| 1308 |
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"text": "rate",
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| 1309 |
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222.75,
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236.3,
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654.71
|
| 1314 |
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| 1315 |
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| 1316 |
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{
|
| 1317 |
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"text": "characterizes",
|
| 1318 |
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| 1319 |
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238.68,
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646.7,
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285.91,
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| 1322 |
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654.71
|
| 1323 |
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|
| 1324 |
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|
| 1325 |
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|
| 1326 |
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"text": "the",
|
| 1327 |
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| 1328 |
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288.11,
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| 1329 |
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299.43,
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654.71
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| 1334 |
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| 1335 |
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"text": "size",
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| 1336 |
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301.78,
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315.43,
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654.71
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"text": "of",
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654.71
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| 1351 |
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| 1352 |
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{
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| 1353 |
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"text": "the",
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| 1354 |
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327.29,
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338.61,
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654.71
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| 1361 |
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| 1362 |
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"text": "changes",
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| 1363 |
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|
| 1364 |
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340.95,
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646.7,
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369.93,
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654.71
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| 1370 |
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| 1371 |
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| 1372 |
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| 1373 |
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372.3,
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646.7,
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392.04,
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654.71
|
| 1377 |
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]
|
| 1378 |
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},
|
| 1379 |
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{
|
| 1380 |
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"text": "to",
|
| 1381 |
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"bbox_points": [
|
| 1382 |
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394.36,
|
| 1383 |
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646.7,
|
| 1384 |
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401.51,
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| 1385 |
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654.71
|
| 1386 |
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]
|
| 1387 |
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},
|
| 1388 |
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{
|
| 1389 |
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"text": "the",
|
| 1390 |
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|
| 1391 |
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403.94,
|
| 1392 |
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646.7,
|
| 1393 |
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415.26,
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| 1394 |
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654.71
|
| 1395 |
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]
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| 1396 |
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| 1397 |
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{
|
| 1398 |
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"text": "weights",
|
| 1399 |
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"bbox_points": [
|
| 1400 |
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417.43,
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| 1401 |
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646.7,
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| 1402 |
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444.58,
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| 1403 |
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654.71
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| 1404 |
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]
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| 1405 |
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},
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| 1406 |
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{
|
| 1407 |
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"text": "in",
|
| 1408 |
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"bbox_points": [
|
| 1409 |
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446.91,
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| 1410 |
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646.7,
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| 1411 |
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453.98,
|
| 1412 |
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654.71
|
| 1413 |
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]
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| 1414 |
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},
|
| 1415 |
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{
|
| 1416 |
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"text": "order",
|
| 1417 |
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"bbox_points": [
|
| 1418 |
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456.38,
|
| 1419 |
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646.7,
|
| 1420 |
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475.85,
|
| 1421 |
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654.71
|
| 1422 |
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]
|
| 1423 |
+
},
|
| 1424 |
+
{
|
| 1425 |
+
"text": "to",
|
| 1426 |
+
"bbox_points": [
|
| 1427 |
+
478.2,
|
| 1428 |
+
646.7,
|
| 1429 |
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485.36,
|
| 1430 |
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654.71
|
| 1431 |
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]
|
| 1432 |
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},
|
| 1433 |
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{
|
| 1434 |
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"text": "achieve",
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| 1435 |
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| 1436 |
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487.78,
|
| 1437 |
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646.7,
|
| 1438 |
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514.8,
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| 1439 |
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654.71
|
| 1440 |
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| 1441 |
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},
|
| 1442 |
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{
|
| 1443 |
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"text": "the",
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| 1444 |
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"bbox_points": [
|
| 1445 |
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517.15,
|
| 1446 |
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646.7,
|
| 1447 |
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528.47,
|
| 1448 |
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654.71
|
| 1449 |
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]
|
| 1450 |
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},
|
| 1451 |
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{
|
| 1452 |
+
"text": "minimum",
|
| 1453 |
+
"bbox_points": [
|
| 1454 |
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530.87,
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| 1455 |
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646.7,
|
| 1456 |
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565.85,
|
| 1457 |
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654.71
|
| 1458 |
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]
|
| 1459 |
+
}
|
| 1460 |
+
]
|
| 1461 |
+
},
|
| 1462 |
+
{
|
| 1463 |
+
"text": "loss function. Lower learning rates are preferable as they ensure better feature extraction resulting in",
|
| 1464 |
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|
| 1465 |
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182.83,
|
| 1466 |
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657.19,
|
| 1467 |
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542.99,
|
| 1468 |
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665.2
|
| 1469 |
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],
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| 1470 |
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"words": [
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| 1471 |
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{
|
| 1472 |
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"text": "loss",
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| 1473 |
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"bbox_points": [
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| 1474 |
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182.83,
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| 1475 |
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657.19,
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196.39,
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| 1477 |
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665.2
|
| 1478 |
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]
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| 1479 |
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},
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| 1480 |
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{
|
| 1481 |
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"text": "function.",
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| 1482 |
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"bbox_points": [
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| 1483 |
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198.77,
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| 1484 |
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657.19,
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| 1485 |
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230.81,
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| 1486 |
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665.2
|
| 1487 |
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]
|
| 1488 |
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},
|
| 1489 |
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{
|
| 1490 |
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"text": "Lower",
|
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"text": "ensures",
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| 1892 |
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"text": "simulation",
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{
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| 1901 |
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"text": "accuracy",
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| 1902 |
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{
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"text": "the",
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| 1920 |
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{
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| 1928 |
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"text": "overall",
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"text": "computation",
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{
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"text": "CL8 Dropout It is discarding of a noisy data from a neural network. Removal of noisy data improves performance",
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Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_04.txt
ADDED
|
@@ -0,0 +1 @@
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|
| 1 |
+
Hyperparameter information on CNN–LSTM
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Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_05.jpg
ADDED
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Git LFS Details
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Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_05.json
ADDED
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@@ -0,0 +1,1307 @@
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| 1 |
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{
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| 2 |
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"kind": "table",
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| 3 |
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"label": "table_05",
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| 4 |
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"number": 5,
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| 5 |
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| 18 |
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| 26 |
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| 28 |
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| 29 |
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| 34 |
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| 36 |
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{
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| 37 |
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}
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| 45 |
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| 46 |
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},
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| 47 |
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{
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| 48 |
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"text": "MODEL R2 KGE RMSE MAE MAPE PBIAS",
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| 49 |
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{
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{
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"text": "R2",
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{
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Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_05.txt
ADDED
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@@ -0,0 +1 @@
|
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| 1 |
+
Statistical performance evaluation measures of predicted values of temporal variation of scour depth (dst=dsemax) during training
|
Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_06.jpg
ADDED
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Git LFS Details
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Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_06.json
ADDED
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@@ -0,0 +1,1307 @@
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Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_06.txt
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@@ -0,0 +1 @@
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Statistical performance evaluation measures of predicted values of temporal variation of scour depth (dst=dsemax) during testing
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Git LFS Details
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| 1231 |
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|
| 1307 |
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|
Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_07.txt
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
Statistical performance evaluation measures of predicted values of non-dimensional maximum scour depth (dse=L) during training
|
Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_08.jpg
ADDED
|
Git LFS Details
|
Figures/Tabassum et al. - 2024 - Machine learning-based prediction of scour depth evolution around spur dikes/table_08.json
ADDED
|
@@ -0,0 +1,1307 @@
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