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  1. .gitattributes +595 -0
  2. dataset/COS 30019 Ultralytics/README.md +60 -0
  3. dataset/COS 30019 Ultralytics/dataset_new/val.cache +0 -0
  4. dataset/COS 30019 Ultralytics/dataset_new/val/bearded pig/RCNX3206.JPG +3 -0
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  35. dataset/COS 30019 Ultralytics/dataset_new/val/long tailed macaque/RCNX2049.JPG +3 -0
  36. dataset/COS 30019 Ultralytics/dataset_new/val/malayan civet/RCNX0433.JPG +3 -0
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  42. dataset/COS 30019 Ultralytics/dataset_new/val/malayan civet/RCNX0480_2fcasdf.JPG +3 -0
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  50. dataset/COS 30019 Ultralytics/dataset_new/val/malayan civet/RCNX0662.JPG +3 -0
.gitattributes CHANGED
@@ -1963,3 +1963,598 @@ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/bearded[[:spac
1963
  dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/bearded[[:space:]]pig/RCNX3196.JPG filter=lfs diff=lfs merge=lfs -text
1964
  dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/bearded[[:space:]]pig/RCNX3198.JPG filter=lfs diff=lfs merge=lfs -text
1965
  dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/bearded[[:space:]]pig/RCNX3201.JPG filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1963
  dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/bearded[[:space:]]pig/RCNX3196.JPG filter=lfs diff=lfs merge=lfs -text
1964
  dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/bearded[[:space:]]pig/RCNX3198.JPG filter=lfs diff=lfs merge=lfs -text
1965
  dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/bearded[[:space:]]pig/RCNX3201.JPG filter=lfs diff=lfs merge=lfs -text
1966
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/bearded[[:space:]]pig/RCNX3206.JPG filter=lfs diff=lfs merge=lfs -text
1967
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/bearded[[:space:]]pig/RCNX3210.JPG filter=lfs diff=lfs merge=lfs -text
1968
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/bearded[[:space:]]pig/RCNX3243.JPG filter=lfs diff=lfs merge=lfs -text
1969
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/bearded[[:space:]]pig/RCNX3254.JPG filter=lfs diff=lfs merge=lfs -text
1970
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/bearded[[:space:]]pig/RCNX3256.JPG filter=lfs diff=lfs merge=lfs -text
1971
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/bearded[[:space:]]pig/RCNX3272.JPG filter=lfs diff=lfs merge=lfs -text
1972
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/bearded[[:space:]]pig/RCNX3275.JPG filter=lfs diff=lfs merge=lfs -text
1973
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/bearded[[:space:]]pig/RCNX3567.JPG filter=lfs diff=lfs merge=lfs -text
1974
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/leopard[[:space:]]cat/RCNX0099.JPG filter=lfs diff=lfs merge=lfs -text
1975
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/leopard[[:space:]]cat/RCNX0177.JPG filter=lfs diff=lfs merge=lfs -text
1976
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/leopard[[:space:]]cat/RCNX0301.JPG filter=lfs diff=lfs merge=lfs -text
1977
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/leopard[[:space:]]cat/RCNX0322.JPG filter=lfs diff=lfs merge=lfs -text
1978
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/leopard[[:space:]]cat/RCNX0326.JPG filter=lfs diff=lfs merge=lfs -text
1979
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/leopard[[:space:]]cat/RCNX0328.JPG filter=lfs diff=lfs merge=lfs -text
1980
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/leopard[[:space:]]cat/RCNX0336.JPG filter=lfs diff=lfs merge=lfs -text
1981
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/leopard[[:space:]]cat/RCNX0350.JPG filter=lfs diff=lfs merge=lfs -text
1982
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/leopard[[:space:]]cat/RCNX0703.JPG filter=lfs diff=lfs merge=lfs -text
1983
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/leopard[[:space:]]cat/RCNX2857.JPG filter=lfs diff=lfs merge=lfs -text
1984
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/leopard[[:space:]]cat/RCNX2942.JPG filter=lfs diff=lfs merge=lfs -text
1985
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/leopard[[:space:]]cat/RCNX3724.JPG filter=lfs diff=lfs merge=lfs -text
1986
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/long[[:space:]]tailed[[:space:]]macaque/RCNX0412.JPG filter=lfs diff=lfs merge=lfs -text
1987
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/long[[:space:]]tailed[[:space:]]macaque/RCNX0415.JPG filter=lfs diff=lfs merge=lfs -text
1988
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/long[[:space:]]tailed[[:space:]]macaque/RCNX0416.JPG filter=lfs diff=lfs merge=lfs -text
1989
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/long[[:space:]]tailed[[:space:]]macaque/RCNX0522.JPG filter=lfs diff=lfs merge=lfs -text
1990
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/long[[:space:]]tailed[[:space:]]macaque/RCNX0532.JPG filter=lfs diff=lfs merge=lfs -text
1991
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/long[[:space:]]tailed[[:space:]]macaque/RCNX0536.JPG filter=lfs diff=lfs merge=lfs -text
1992
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/long[[:space:]]tailed[[:space:]]macaque/RCNX0539.JPG filter=lfs diff=lfs merge=lfs -text
1993
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/long[[:space:]]tailed[[:space:]]macaque/RCNX1078.JPG filter=lfs diff=lfs merge=lfs -text
1994
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/long[[:space:]]tailed[[:space:]]macaque/RCNX1080.JPG filter=lfs diff=lfs merge=lfs -text
1995
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/long[[:space:]]tailed[[:space:]]macaque/RCNX1084.JPG filter=lfs diff=lfs merge=lfs -text
1996
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/long[[:space:]]tailed[[:space:]]macaque/RCNX2045.JPG filter=lfs diff=lfs merge=lfs -text
1997
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/long[[:space:]]tailed[[:space:]]macaque/RCNX2049.JPG filter=lfs diff=lfs merge=lfs -text
1998
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0433.JPG filter=lfs diff=lfs merge=lfs -text
1999
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0437.JPG filter=lfs diff=lfs merge=lfs -text
2000
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0443.JPG filter=lfs diff=lfs merge=lfs -text
2001
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0463.JPG filter=lfs diff=lfs merge=lfs -text
2002
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0464.JPG filter=lfs diff=lfs merge=lfs -text
2003
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0475.JPG filter=lfs diff=lfs merge=lfs -text
2004
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0480_2fcasdf.JPG filter=lfs diff=lfs merge=lfs -text
2005
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0489.JPG filter=lfs diff=lfs merge=lfs -text
2006
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0559.JPG filter=lfs diff=lfs merge=lfs -text
2007
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0586.JPG filter=lfs diff=lfs merge=lfs -text
2008
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0589.JPG filter=lfs diff=lfs merge=lfs -text
2009
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0607.JPG filter=lfs diff=lfs merge=lfs -text
2010
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0609.JPG filter=lfs diff=lfs merge=lfs -text
2011
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0611.JPG filter=lfs diff=lfs merge=lfs -text
2012
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0662.JPG filter=lfs diff=lfs merge=lfs -text
2013
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0686.JPG filter=lfs diff=lfs merge=lfs -text
2014
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0716.JPG filter=lfs diff=lfs merge=lfs -text
2015
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0735.JPG filter=lfs diff=lfs merge=lfs -text
2016
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0770.JPG filter=lfs diff=lfs merge=lfs -text
2017
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0773.JPG filter=lfs diff=lfs merge=lfs -text
2018
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0778.JPG filter=lfs diff=lfs merge=lfs -text
2019
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0853.JPG filter=lfs diff=lfs merge=lfs -text
2020
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0965.JPG filter=lfs diff=lfs merge=lfs -text
2021
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX0979.JPG filter=lfs diff=lfs merge=lfs -text
2022
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX1015.JPG filter=lfs diff=lfs merge=lfs -text
2023
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX1038.JPG filter=lfs diff=lfs merge=lfs -text
2024
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX1088.JPG filter=lfs diff=lfs merge=lfs -text
2025
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX1113.JPG filter=lfs diff=lfs merge=lfs -text
2026
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX1114.JPG filter=lfs diff=lfs merge=lfs -text
2027
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX1117.JPG filter=lfs diff=lfs merge=lfs -text
2028
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX1124.JPG filter=lfs diff=lfs merge=lfs -text
2029
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX1127.JPG filter=lfs diff=lfs merge=lfs -text
2030
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX1150.JPG filter=lfs diff=lfs merge=lfs -text
2031
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX1154.JPG filter=lfs diff=lfs merge=lfs -text
2032
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX1156.JPG filter=lfs diff=lfs merge=lfs -text
2033
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX1677.JPG filter=lfs diff=lfs merge=lfs -text
2034
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX1678.JPG filter=lfs diff=lfs merge=lfs -text
2035
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2036
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2037
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX1697.JPG filter=lfs diff=lfs merge=lfs -text
2038
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX1698.JPG filter=lfs diff=lfs merge=lfs -text
2039
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX2094.JPG filter=lfs diff=lfs merge=lfs -text
2040
+ dataset/COS[[:space:]]30019[[:space:]]Ultralytics/dataset_new/val/malayan[[:space:]]civet/RCNX2391.JPG filter=lfs diff=lfs merge=lfs -text
2041
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2042
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2043
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2044
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2045
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2046
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2047
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2048
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2049
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2050
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2051
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2052
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2070
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2072
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1
+ # Ultralytics Wildlife Detect AI
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+ This project features an AI program for Sarawak Wildlife
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+ animal detection.
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+ The AI model, built with PyTorch and leveraging Ultralytics
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+ YOLOv11, identifies animals through a rigorous process of
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+ training and validation.
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+
8
+ ## Requirement of the AI models:
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+ * **Python: 3.10.16 (Latest PyTorch requires Python 3.9 or later)**
10
+ * **PyTorch: 2.7.0**
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+ * CUDA: 12.8
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+ * cuDNN: 9.8
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+
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+ This AI model offers flexible deployment options:
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+ you can run it locally in your device,
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+ within a Conda virtual environment,
17
+ or on Google Colab.
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+ If opting for Conda,
19
+ remember to create a dedicated environment beforehand.
20
+ \
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+ The link of the Google Colab is [here](https://colab.research.google.com/drive/1yT3ovYlcu4lbgF0tfwcztI3ryiHk3eNj?usp=sharing).
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+
23
+ ### Active Conda Virtual Environment:
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+ Highly recommend running the model within a virtual environment.
25
+ This approach ensures that your main system environment remains unaffected,
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+ preventing any potential conflicts with existing packages.
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+
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+ ```commandline
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+ conda create -n ultralytics python=3.10.16 -y
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+ conda active ultralytics
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+ ```
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+
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+ ### Install Pytorch (GPU):
34
+ With conda virtual environment:
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+ ```commandline
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+ conda install cuda=12.8 cudnn=9.8 -c nvidia -y
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+ pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu128
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+ ```
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+
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+ ### Install PyTorch (CPU):
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+ ```commandline
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+ pip3 install torch torchvision torchaudio
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+ ```
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+
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+ ### Requirement PIP Package:
46
+ All necessary package requirements are included within the Ultralytics package itself;
47
+ therefore, no additional installations are needed.
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+
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+ ```commandline
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+ pip install ultralytics
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+ ```
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+
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+ ## Resources:
54
+ [Python](https://www.python.org/)
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+ \
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+ [Pytorch](https://pytorch.org/)
57
+ \
58
+ [Ultralytics in GitHub](https://github.com/ultralytics/ultralytics)
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+ \
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+ [Ultralytics Tutorial](https://docs.ultralytics.com/)
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