Tabular Regression
Keras
Joblib
English
battery
state-of-health
partial-discharge
regression
external-validation
data-leakage
Instructions to use NeerajCodz/aiBatteryLifeCycle with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Keras
How to use NeerajCodz/aiBatteryLifeCycle with Keras:
# !pip install -U keras tensorflow huggingface_hub # Keras needs TensorFlow installed to read "hf://" paths, so the tensorflow backend is selected here; # "jax" and "torch" also work for computation once TensorFlow is installed. import os os.environ["KERAS_BACKEND"] = "tensorflow" import keras model = keras.saving.load_model("hf://NeerajCodz/aiBatteryLifeCycle") - Notebooks
- Google Colab
- Kaggle
Download v3/tables/table_5_protocol_comparison.csv from NeerajCodz/aiBatteryLifeCycle: direct link, hf CLI and curl.
- Browser
- Download file 731 Bytes
-
https://huggingface.co/NeerajCodz/aiBatteryLifeCycle/resolve/main/v3/tables/table_5_protocol_comparison.csv
- Command line
-
hf download hf://NeerajCodz/aiBatteryLifeCycle/v3/tables/table_5_protocol_comparison.csv
-
curl -L -o table_5_protocol_comparison.csv https://huggingface.co/NeerajCodz/aiBatteryLifeCycle/resolve/main/v3/tables/table_5_protocol_comparison.csv
731 Bytes
| protocol,feature_contract,mae,rmse,r2,within_5pp | |
| v1_random_cycle,legacy_target_proxies,0.06776944705689501,0.3165013679839966,0.998932327492133,0.9984459984459985 | |
| v1_random_cycle,safe_partial_cycle,0.7323411140217232,1.6315361833034423,0.9715809952598399,0.9852369852369853 | |
| v2_chronological,legacy_target_proxies,0.43364401806157965,1.3753432248098338,0.9825518874307516,0.9726027397260274 | |
| v2_chronological,safe_partial_cycle,2.575821661667123,4.129252768738443,0.8427102638401882,0.8850837138508371 | |
| v3_grouped_battery,legacy_target_proxies,0.43554313850500836,1.0560671891264437,0.9793292869742287,0.9813263212995416 | |
| v3_grouped_battery,safe_partial_cycle,4.144761711144575,5.957815672216038,0.26138977420572773,0.7654920689205559 | |