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Table of Use cases

Name and LinkType of MLGoalML AlgorithmsScientific FieldML ToolsComments
Btagging in CMS (templated version)ClassificationCNN, LSTMHigh Energy PhysicsKeras + TensorflowRealistic application
LHCb Masterclass, with KerasDensity estimation and classificationMLPHigh Energy PhysicsROOT + Keras + TFIntroductory tutorial
MNIST in a C headerClassificationMLP
KerasFree-styling tutorial

LUMIN: Lumin Unifies Many Improvements for Networks


CNN, RNN, GNNHigh Energy PhysicsPyTorchPackage use examples
INFERNO: Inference-Aware Neural OptimisationClassificationNNHigh Energy PhysicsKeras + TensorflowTechnique application example
An introduction to classification with CMS dataClassificationFisher, BDT, MLPHigh Energy PhysicsScikit-learn, TF2

Tutorials for Master Students

Virgo Autoencoder tutorialData CompressionAutoencoderGeneral RelativityPython KerasTutorial for student
Distributed training of neural networks with Apache SparkTechnologicalDNNHigh Energy PhysicsSpark + BigDLTutorial
FTS log analysis with NLPSelf-supervised, clusteringNLPHigh Energy Physics, ComputingWord2Vec + Rake + sklearnTutorial

Image Inpainting tutorial: how to digitally restore damaged images


CNN U-NetApplied PhysicsKeras + Sci-kit image, PIL, OpenCV, matplotlibTutorial

Signal/background discrimination for the VBF Higgs four lepton decay channel with the CMS experiment using Machine Learning classification techniques


ANNs, RFHigh Energy PhysicsKeras , TensorFlow, Scikit-learnTutorial

Explainability of a CNN classifier for breast density assessment

Explainability AI

CNNMedical PhysicsKeras, TensorflowTutorial

ML for smart caching


ML/RLHigh Energy Physics, Computing, CacheKeras, Tensorflow, sklearnDemo, playground

Signal-background Classification with Parametric Neural Networks


pNNHigh Energy PhysicsKeras + TensorFlow 2Tutorial
New Physics Learning MachineDensity EstimationNNHigh Energy PhysicsKeras, Tensorflowpackage + tutorial
MLaaS4HEP for the Higgs boson ML challengeTechnologicalDT, MLPHigh Energy PhysicsXGBoost, Keras + TensorFlow 2, PyTorchTutorial
Object counting with c-ResUnetSupervised learning, Semantic SegmentationCNN, ResUnetComputer VisionPyTorch, fastaiReal application, Tutorial
Fast classifier-based goodness of fit test for online data quality monitoringDensity estimationLogistic Regression, Kernel MethodsHigh Energy PhysicsPytorch, Falkon libraryTutorial + Realistic application