├── Data └── README.md ├── DataIngestion_FeaturePreparation ├── 1-DataIngestion.ipynb ├── 1-DataIngestion_Optimized_SparkSQL_and_HOF.ipynb ├── 2-FeaturePreparation.ipynb ├── README.md └── utilFunctions.py ├── Datasets_Final_Preparation ├── DataPrep_HLF_Dataset_Parquet.ipynb ├── DataPrep_HLF_Dataset_TFRecord.ipynb ├── DataPrep_InclusiveClassifier_TFRecord_and_Parquet.ipynb ├── README.md └── scala │ ├── DataPrep_convert_HLF_Dataset_TFRecord.scala │ ├── DataPrep_extract_HLF_Dataset_Parquet.scala │ └── DataPrep_extract_and_convert_Full_Dataset_TFRecord.scala ├── Docs ├── DataPipeline.png ├── Loss_ROC_AUC.png ├── Physics_use_case.png ├── Poster.pdf └── ROC_and_AUC.png ├── Hyperparameter_Tuning ├── 3-Hyperparameter-search-scikeras.ipynb ├── 3-Hyperparameter-search.ipynb └── README.md ├── LICENSE ├── Models ├── HLFclassifier │ ├── .module.crc │ ├── .weight.crc │ ├── module │ ├── samplePreprocessing │ └── weight ├── Inclusive_classifier │ ├── InclusiveClassifier.bigdl │ ├── InclusiveClassifier.bin │ ├── InclusiveClassifier.h5 │ ├── InclusiveClassifier.tf │ │ ├── saved_model.pb │ │ └── variables │ │ │ ├── variables.data-00000-of-00002 │ │ │ ├── variables.data-00001-of-00002 │ │ │ └── variables.index │ └── myGRUmodel.keras ├── ParticleSequenceClassifier │ ├── .module.crc │ ├── .weight.crc │ ├── module │ ├── samplePreprocessing │ └── weight ├── README.md └── RandomForestClassifier │ ├── data │ ├── ._SUCCESS.crc │ └── _SUCCESS │ ├── metadata │ ├── ._SUCCESS.crc │ └── _SUCCESS │ └── treesMetadata │ ├── ._SUCCESS.crc │ └── _SUCCESS ├── README.md ├── Training_Distributed ├── 4.3a-Model_evaluate_ROC_and_CM.ipynb ├── MultiWorker_Notebooks │ ├── 4.3a-Model_evaluate_ROC_and_CM.ipynb │ ├── 4.3a-Worker0_Training-InclusiveClassifier-TF_Keras_TFRecord.ipynb │ ├── 4.3a-Worker1_Training-InclusiveClassifier-TF_Keras_TFRecord.ipynb │ ├── 4.3a-Worker2_Training-InclusiveClassifier-TF_Keras_TFRecord.ipynb │ ├── 4.3a-Worker3_Training-InclusiveClassifier-TF_Keras_TFRecord.ipynb │ └── README.md ├── MultiWorker_PythonCode │ ├── 4.3a-Model_evaluate_ROC_and_CM.ipynb │ ├── 4.3a_InclusiveClassifier_WorkerCode.py │ ├── README.md │ └── launcher.py ├── README.md └── Training_TFKeras_CPU_GPU_K8S_Distributed │ ├── 4.3a_InclusiveClassifier_WorkerCode_tuned_NOcached_learningAdaptive.py │ ├── 4.3a_InclusiveClassifier_WorkerCode_tuned_cached_learningAdaptive.py │ ├── 4.3a_InclusiveClassifier_WorkerCode_tuned_cached_learningAdaptive_LSTM.py │ ├── 4.3a_InclusiveClassifier_WorkerCode_tuned_cached_shuffle_learningAdaptive.py │ ├── README.md │ ├── pod-cpu.yaml │ └── pod-gpu.yaml ├── Training_HLF_Classifier ├── PyTorch_HLF_with_Pandas_Parquet.ipynb ├── PyTorch_Lightning_HLF_with_Pandas_Parquet.ipynb ├── README.md ├── TensorFlow_Keras_HLF_with_Pandas_Parquet.ipynb ├── TensorFlow_Keras_HLF_with_Petastorm_Parquet.ipynb ├── TensorFlow_Keras_HLF_with_PyArrow_Parquet.ipynb ├── TensorFlow_Keras_HLF_with_PySpark_Parquet.ipynb ├── TensorFlow_Keras_HLF_with_TFRecord.ipynb └── 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