├── .clang-format ├── .gitattributes ├── .github └── workflows │ ├── deploy_docs.yml │ └── deploy_images.yml ├── .gitignore ├── README.md ├── assets.textClipping ├── content ├── general_advice │ ├── after │ │ └── after.md │ ├── before │ │ ├── domains.md │ │ ├── features.md │ │ ├── inputs.md │ │ ├── metrics.md │ │ └── model.md │ ├── during │ │ ├── opt.md │ │ ├── overfitting.md │ │ └── xvalidation.md │ └── intro.md ├── images │ ├── BDTscores_EXO19020.png │ ├── DisCoPresentation_MLForum.png │ ├── ML_Forum_talk_May8_2019.png │ ├── doublediscoNN.png │ ├── favicon.png │ ├── hig21002_bdtscores.png │ ├── inference │ │ ├── convolution_cartoon.png │ │ ├── deepak8_full_arch.png │ │ ├── deepjet_performance_comparison.png │ │ ├── edgeconv_architecture.png │ │ ├── edgeconv_cartoon.png │ │ ├── hls4ml_logo.png │ │ ├── hls4ml_overview.jpg │ │ ├── lr_finder_adamW_ranger.png │ │ ├── mlp_full_arch.png │ │ ├── onnx │ │ │ └── onnx-interoperability.jpeg │ │ ├── particlenet_architecture.png │ │ ├── particlenet_full_arch.png │ │ ├── pnet_compl_tensorboard_loss.png │ │ ├── pnet_lr_tensorboard_loss.png │ │ ├── roc.png │ │ └── xgboost │ │ │ ├── importance_plot.png │ │ │ └── roc.png │ ├── logo.png │ ├── optimization │ │ ├── LBN_architecture.png │ │ ├── bo_1.png │ │ ├── bo_2.png │ │ ├── bo_3.png │ │ ├── bo_4.png │ │ ├── data_augmentation.png │ │ ├── gausproc.png │ │ ├── gradientdescent.png │ │ ├── grid.png │ │ ├── gridrandom.png │ │ ├── modelbased.png │ │ ├── planing.png │ │ └── smbo.png │ ├── resources │ │ ├── lxplusgpu_figs │ │ │ ├── Nvidia_SMI.png │ │ │ └── pip.png │ │ ├── mlcern_figs │ │ │ └── ML_CERN_Snapshot.png │ │ └── swan_figs │ │ │ ├── Conf_Env.png │ │ │ ├── Example_Proj.png │ │ │ ├── New_proj.png │ │ │ ├── SWAN_Terminal.png │ │ │ └── Select_Release.png │ ├── training │ │ ├── BayesianNN │ │ │ ├── PredictionBNN.png │ │ │ ├── PredictionNN.png │ │ │ ├── bayesNN.png │ │ │ ├── diff.png │ │ │ ├── lr.png │ │ │ └── trainingNN.png │ │ └── autoencoder_model.png │ ├── tutorials │ │ └── nn_in_cms │ │ │ ├── ActivationFunctions.png │ │ │ ├── Batch.png │ │ │ ├── Confusion_Matrix.png │ │ │ ├── Good-vs-Bad_ROC.png │ │ │ ├── NNarch-forw.png │ │ │ ├── NNarch-forwbck.png │ │ │ ├── Perf_NNoutput.png │ │ │ ├── TFpn.png │ │ │ ├── TrnVal_accuracy.png │ │ │ ├── TrnVal_loss.png │ │ │ └── TrnVal_roc.png │ └── validation │ │ ├── cv.png │ │ ├── loss_surface.png │ │ ├── m_vis.png │ │ ├── nn_score.png │ │ ├── overfitting.webp │ │ ├── overfitting_1.webp │ │ ├── sculpting.png │ │ ├── splits.png │ │ ├── tmva_overfit.png │ │ └── top_taggers_landscape.png ├── index.md ├── inference │ ├── checklist.md │ ├── code │ │ ├── XGBoost │ │ │ ├── Test_data.csv │ │ │ ├── Train_data.csv │ │ │ ├── XGB_Example_Higher │ │ │ │ └── XGBoostExample │ │ │ │ │ ├── BuildFile.xml │ │ │ │ │ ├── data │ │ │ │ │ ├── Test_data.csv │ │ │ │ │ └── test.model │ │ │ │ │ ├── plugins │ │ │ │ │ ├── BuildFile.xml │ │ │ │ │ └── XGBoostExample.cc │ │ │ │ │ ├── python │ │ │ │ │ └── xgboost_cfg.py │ │ │ │ │ └── toolbox │ │ │ │ │ └── xgboost.xml │ │ │ └── XGB_Example_Lower │ │ │ │ └── XGBoostExample │ │ │ │ ├── BuildFile.xml │ │ │ │ ├── data │ │ │ │ ├── Test_data.csv │ │ │ │ └── lowVer.model │ │ │ │ ├── plugins │ │ │ │ ├── BuildFile.xml │ │ │ │ └── XGBoostExample.cc │ │ │ │ ├── python │ │ │ │ └── xgboost_cfg.py │ │ │ │ └── toolbox │ │ │ │ ├── rabit.xml │ │ │ │ └── xgboost.xml │ │ ├── onnx │ │ │ ├── model.onnx │ │ │ ├── ort_buildfile.xml │ │ │ ├── ort_cfg.py │ │ │ ├── ort_nanoaod_tools_module.py │ │ │ └── ort_plugin.cpp │ │ ├── tensorflow │ │ │ ├── tensorflow2_buildfile.xml │ │ │ ├── tensorflow2_cfg.py │ │ │ ├── tensorflow2_mt_plugin.cpp │ │ │ └── tensorflow2_st_plugin.cpp │ │ └── tensorflow_aot │ │ │ ├── tensorflow_aot_buildfile.xml │ │ │ ├── tensorflow_aot_cfg.py │ │ │ └── tensorflow_aot_plugin.cpp │ ├── conifer.md │ ├── hls4ml.md │ ├── onnx.md │ ├── particlenet.md │ ├── performance.md │ ├── pyg.md │ ├── pytorch.md │ ├── qonnx.md │ ├── sonic_triton.md │ ├── standalone.md │ ├── swan_aws.md │ ├── tensorflow2.md │ ├── tensorflow_aot.md │ ├── tfaas.md │ └── xgboost.md ├── innovation │ ├── hackathons.md │ └── journal_club.md ├── newsletter │ ├── ML_Newsletter_v1.pdf │ ├── ML_Newsletter_v2.pdf │ ├── ML_Newsletter_v3.pdf │ └── newsletters.md ├── optimization │ ├── data_augmentation.md │ ├── importance.md │ └── model_optimization.md ├── resources │ ├── cloud_resources │ │ └── index.md │ ├── dataset_resources │ │ └── index.md │ ├── fpga_resources │ │ └── index.md │ └── gpu_resources │ │ └── cms_resources │ │ ├── lxplus_gpu.md │ │ ├── lxplus_htcondor.md │ │ ├── ml_cern_ch.md │ │ ├── notebooks │ │ ├── pytorch_mnist.md │ │ └── toptagging_mlp.md │ │ └── swan.md ├── software_envs │ ├── containers.md │ └── lcg_environments.md ├── training │ ├── BayesianNN.md │ ├── Decorrelation.md │ ├── HGQ.md │ ├── MLaaS4HEP.md │ └── autoencoders.md └── tutorials │ ├── nn_in_cms.md │ └── nn_in_cms │ ├── Basics.md │ ├── FullCodes.md │ ├── GPU.md │ ├── Intro.md │ ├── Metrics.md │ ├── Reading.md │ └── SampleTreat.md ├── 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