Page History

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Name and Link	ML Technologies	Scientific Field	ML Tools	Comments
Btagging in CMS (templated version)	CNN, LSTM	High Energy Physics	Keras + Tensorflow	Realistic application
LHCb Masterclass, with Keras	DE, MLP	High Energy Physics	ROOT + Keras + TF	Introductory tutorial
MNIST in a C header	MLP		Keras	Free-styling tutorial
LUMIN: Lumin Unifies Many Improvements for Networks	CNN, RNN, GNN	High Energy Physics	PyTorch	Package use examples
INFERNO: Inference-Aware Neural Optimisation	NN	High Energy Physics	Keras + Tensorflow	Technique application example
An introduction to classification with CMS data	Fisher, BDT, MLP	High Energy Physics	Scikit-learn, TF2	Tutorials for Master Students
Virgo Autoencoder tutorial	Autoencoder	General Relativity	Python Keras	Tutorial for student
Distributed training of neural networks with Apache Spark	DNN	High Energy Physics	Spark + BigDL	Tutorial
FTS log analysis with NLP	NLP	High Energy Physics, Computing	Word2Vec + Rake + sklearn
Image Inpainting tutorial: how to digitally restore damaged images	CNN U-Net	Applied Physics	Keras + Sci-kit image, PIL, OpenCV, matplotlib	Tutorial
Signal/background discrimination for the VBF Higgs four lepton decay channel with the CMS experiment using Machine Learning classification techniques	ANNs, RF	High Energy Physics	Keras , TensorFlow, Scikit-learn	Tutorial
Explainability of a CNN classifier for breast density assessment	CNN	Medical Physics	Keras, Tensorflow	Tutorial
ML for smart caching	ML/RL	High Energy Physics, Computing, Cache	Keras, Tensorflow, sklearn	Demo, playground
Signal-background Classification with Parametric Neural Networks	pNN	High Energy Physics	Keras + TensorFlow 2	Tutorial
New Physics Learning Machine	NN	High Energy Physics	Keras, Tensorflow	package + tutorial
MLaaS4HEP for the Higgs boson ML challenge	DT, MLP	High Energy Physics	XGBoost, Keras + TensorFlow 2, PyTorch	Tutorial
Object counting with c-ResUnet	CNN, ResUnet, semantic segmentation	Computer Vision	PyTorch, fastai	Real application, Tutorial

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