Jupyter Notebooks for Machine Learning

https://mybinder.org/v2/gh/sznajder/Lectures/2d1bfa18f9170b48c42664c48acb20bf5024503e

Name		Name	Last commit message	Last commit date
Latest commit History 130 Commits
AE_AnomalyDetectio_TFKeras.ipynb		AE_AnomalyDetectio_TFKeras.ipynb
AE_MNIST_Keras.ipynb		AE_MNIST_Keras.ipynb
Advanced_PDE_solving.ipynb		Advanced_PDE_solving.ipynb
AutoDiff_numpy.ipynb		AutoDiff_numpy.ipynb
Basic_PDE_solving.ipynb		Basic_PDE_solving.ipynb
Bayesian_hyperparameter_optimization.ipynb		Bayesian_hyperparameter_optimization.ipynb
BetheBlochEquation.ipynb		BetheBlochEquation.ipynb
Building_MLP_from_scratch.ipynb		Building_MLP_from_scratch.ipynb
Building_Perceptron_from_scratch.ipynb		Building_Perceptron_from_scratch.ipynb
CAE_Denoising_Keras.ipynb		CAE_Denoising_Keras.ipynb
CNN_2DJetImages_Keras.ipynb		CNN_2DJetImages_Keras.ipynb
CNN_MNIST_Keras_sigmoid.ipynb		CNN_MNIST_Keras_sigmoid.ipynb
CNN_MNIST_Keras_softmax.ipynb		CNN_MNIST_Keras_softmax.ipynb
CentralLimit.ipynb		CentralLimit.ipynb
Convolution_padding_stride.ipynb		Convolution_padding_stride.ipynb
DAE_Keras.ipynb		DAE_Keras.ipynb
DeepSets_PYTorch.ipynb		DeepSets_PYTorch.ipynb
DenoisingDiffusionProbabilisticModel_TFKeras.ipynb		DenoisingDiffusionProbabilisticModel_TFKeras.ipynb
DiHiggs_JPata.ipynb		DiHiggs_JPata.ipynb
DiffusionModel_TFKeras.ipynb		DiffusionModel_TFKeras.ipynb
FwdMuonGCNHitClassifier.ipynb		FwdMuonGCNHitClassifier.ipynb
GAN_Keras_gauss.ipynb		GAN_Keras_gauss.ipynb
GAN_mnist_keras.ipynb		GAN_mnist_keras.ipynb
GCN_MNIST_TFKeras_Spektral.ipynb		GCN_MNIST_TFKeras_Spektral.ipynb
GOOG.csv		GOOG.csv
GPU_HowRunTFJobsOnGPU.ipynb		GPU_HowRunTFJobsOnGPU.ipynb
GraphPINN_Perdikaris.ipynb		GraphPINN_Perdikaris.ipynb
Graph_Convolutional_Prediction_of_Protein_Interactions_in_Yeast.ipynb		Graph_Convolutional_Prediction_of_Protein_Interactions_in_Yeast.ipynb
HEPAnalysis_DataframeBased_TFKeras.ipynb		HEPAnalysis_DataframeBased_TFKeras.ipynb
HeatEquation1D_PINN_TF.ipynb		HeatEquation1D_PINN_TF.ipynb
HowNNLearn_MiniNNExploration.ipynb		HowNNLearn_MiniNNExploration.ipynb
HypothesisTesting.ipynb		HypothesisTesting.ipynb
InteractionNetwork_BoostedHiggs_TFKeras.ipynb		InteractionNetwork_BoostedHiggs_TFKeras.ipynb
JEDINet_JetIDInteractionGNN_PyTorch.ipynb		JEDINet_JetIDInteractionGNN_PyTorch.ipynb
JetTaggingTransformer_TFKeras_MKaganSSI2023.ipynb		JetTaggingTransformer_TFKeras_MKaganSSI2023.ipynb
JetTagging_2DCNN_TFKeras.ipynb		JetTagging_2DCNN_TFKeras.ipynb
JetTagging_DEGCN_TFKeras_Spektral.ipynb		JetTagging_DEGCN_TFKeras_Spektral.ipynb
JetTagging_DGCN_TFKeras_Spektral.ipynb		JetTagging_DGCN_TFKeras_Spektral.ipynb
JetTagging_DeepSets_PermutationEquiv_TFKeras_HLS.ipynb		JetTagging_DeepSets_PermutationEquiv_TFKeras_HLS.ipynb
JetTagging_DeepSets_PermutationInv_TFKeras_HLS.ipynb		JetTagging_DeepSets_PermutationInv_TFKeras_HLS.ipynb
JetTagging_EdgeGraphConv_TFKeras_HLS_jetconstit.ipynb		JetTagging_EdgeGraphConv_TFKeras_HLS_jetconstit.ipynb
JetTagging_GARNET_TFKeras_HLS.ipynb		JetTagging_GARNET_TFKeras_HLS.ipynb
JetTagging_GARNET_TFKeras_HLS_arpita_bck.ipynb		JetTagging_GARNET_TFKeras_HLS_arpita_bck.ipynb
JetTagging_GAT_TFKeras_Spektral.ipynb		JetTagging_GAT_TFKeras_Spektral.ipynb
JetTagging_GCN_TFKeras_HLS_jetconstit.ipynb		JetTagging_GCN_TFKeras_HLS_jetconstit.ipynb
JetTagging_GCN_TFKeras_Spektral.ipynb		JetTagging_GCN_TFKeras_Spektral.ipynb
JetTagging_GeneralGNN_TFKeras_Spektral.ipynb		JetTagging_GeneralGNN_TFKeras_Spektral.ipynb
JetTagging_GraphConv_TFKeras_HLS_jetconstit.ipynb		JetTagging_GraphConv_TFKeras_HLS_jetconstit.ipynb
JetTagging_InteractionNetwork_TFKeras_HLS_jetconstit_Conv1DMult.ipynb		JetTagging_InteractionNetwork_TFKeras_HLS_jetconstit_Conv1DMult.ipynb
JetTagging_InteractionNetwork_TFKeras_HLS_jetconstit_DenseMult.ipynb		JetTagging_InteractionNetwork_TFKeras_HLS_jetconstit_DenseMult.ipynb
JetTagging_InteractionNetwork_TFKeras_HLS_jetconstit_Orig.ipynb		JetTagging_InteractionNetwork_TFKeras_HLS_jetconstit_Orig.ipynb
JetTagging_MLP_TFKeras.ipynb		JetTagging_MLP_TFKeras.ipynb
JetTagging_MLP_TFKeras_HLS_jetconstit.ipynb		JetTagging_MLP_TFKeras_HLS_jetconstit.ipynb
JetTagging_MLP_TFKeras_HLS_jetconstit_ChamferLoss.ipynb		JetTagging_MLP_TFKeras_HLS_jetconstit_ChamferLoss.ipynb
JetTagging_create_dataset.ipynb		JetTagging_create_dataset.ipynb
LHCExploreJetDataset_MKaganSSI2023.ipynb		LHCExploreJetDataset_MKaganSSI2023.ipynb
LHE2Parquet.ipynb		LHE2Parquet.ipynb
LSTM_AUTOENCODER_Keras_english2spanish.ipynb		LSTM_AUTOENCODER_Keras_english2spanish.ipynb
LSTM_Keras_german2english.ipynb		LSTM_Keras_german2english.ipynb
LSTM_Keras_stockprediction.ipynb		LSTM_Keras_stockprediction.ipynb
LossesBasedOnDiscoverySignificance.ipynb		LossesBasedOnDiscoverySignificance.ipynb
MCSamplingAndIntegration.ipynb		MCSamplingAndIntegration.ipynb
MC_pi_calculation.ipynb		MC_pi_calculation.ipynb
MLPMixer4ImageClassification_TFKeras.ipynb		MLPMixer4ImageClassification_TFKeras.ipynb
MLP_HZZ4l_Keras_sigmoid.ipynb		MLP_HZZ4l_Keras_sigmoid.ipynb
MLP_HZZ4l_Keras_softmax.ipynb		MLP_HZZ4l_Keras_softmax.ipynb
MLP_Keras.ipynb		MLP_Keras.ipynb
MLP_MNIST_Keras_sigmoid.ipynb		MLP_MNIST_Keras_sigmoid.ipynb
MLP_MNIST_Keras_softmax.ipynb		MLP_MNIST_Keras_softmax.ipynb
MLP_VBFHZZ_TFKeras_sigmoid.ipynb		MLP_VBFHZZ_TFKeras_sigmoid.ipynb
MachineLearning4HEP.pdf		MachineLearning4HEP.pdf
MaskedAutoconder4ImageModeling_TFKeras.ipynb		MaskedAutoconder4ImageModeling_TFKeras.ipynb
Medidas_de_Performance_Avaliacao_Modelos.ipynb		Medidas_de_Performance_Avaliacao_Modelos.ipynb
MultiGPU_ExampleHorovod.ipynb		MultiGPU_ExampleHorovod.ipynb
MuonTriggerPlots.ipynb		MuonTriggerPlots.ipynb
NavierStokes_PINN_TF.ipynb		NavierStokes_PINN_TF.ipynb
Neural_ODE_PyTorch.ipynb		Neural_ODE_PyTorch.ipynb
NormalizingFlow_tutorial.ipynb		NormalizingFlow_tutorial.ipynb
NormalizingFlow_tutorial_jax.ipynb		NormalizingFlow_tutorial_jax.ipynb
ODE_NN.ipynb		ODE_NN.ipynb
OneHotEncoding.ipynb		OneHotEncoding.ipynb
PFNET_ParticleFlowGNN_TFKeras.ipynb		PFNET_ParticleFlowGNN_TFKeras.ipynb
PINN_ContinuousTimeFormulation_Perdikaris.ipynb		PINN_ContinuousTimeFormulation_Perdikaris.ipynb
PINN_DiscreteTimeFormulation_Perdikaris.ipynb		PINN_DiscreteTimeFormulation_Perdikaris.ipynb
PINN_GNN_Perdikaris.ipynb		PINN_GNN_Perdikaris.ipynb
PINN_PIDGM_Perdikaris.ipynb		PINN_PIDGM_Perdikaris.ipynb
Plot_CSC_muon_hits.ipynb		Plot_CSC_muon_hits.ipynb
Plotting_UsingPandas.ipynb		Plotting_UsingPandas.ipynb
PyLHE_example.ipynb		PyLHE_example.ipynb
Pytorch_spiral_classification.ipynb		Pytorch_spiral_classification.ipynb
README.md		README.md
ROC_uncertainty.ipynb		ROC_uncertainty.ipynb
Set2Graph_GNN_PyTorch.ipynb		Set2Graph_GNN_PyTorch.ipynb
Statistics4HEP.pdf		Statistics4HEP.pdf
SymbolicRegression_GNN_PYTorch.ipynb		SymbolicRegression_GNN_PYTorch.ipynb
TheoryBehind_NN_EDO_EDP_solutions.ipynb		TheoryBehind_NN_EDO_EDP_solutions.ipynb
TransformerLanguageModel_JAlammar.ipynb		TransformerLanguageModel_JAlammar.ipynb
TriggerEfficiencyMeasurement_fromNanoAODonSWAN.ipynb		TriggerEfficiencyMeasurement_fromNanoAODonSWAN.ipynb
VAE_MNIST_Keras.ipynb		VAE_MNIST_Keras.ipynb
VAE_onMINST.ipynb		VAE_onMINST.ipynb

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