├── 0 Configuration.ipynb ├── 1 Introduction Azure ML.ipynb ├── 10 Hyperparameter Tuning TF.ipynb ├── 11 TensorFlow GPU.ipynb ├── 12 Déploiement AKS.ipynb ├── 13 Tensor Flow horovod.ipynb ├── 14. Scikit Learn hyperdrive.ipynb ├── 2 AutoML Classification.ipynb ├── 20news.pkl ├── 3 AutoML Regression.ipynb ├── 4 AutoML Forecast.ipynb ├── 5 AML Compute.ipynb ├── 6 Onnx ACI.ipynb ├── 7 Pipelines avec Azure ML.ipynb ├── 8 Interprétation des modèles.ipynb ├── 9 Deep Learning.ipynb ├── Lab0 Settings.ipynb ├── Lab1 Experiments.ipynb ├── Lab2 AutoML.ipynb ├── Lab3 ScikitLearn Model.ipynb ├── Lab4 Explainability.ipynb ├── Lab5 Training and hyperparameter tuning.ipynb ├── Lab6 Azure ML deployment.ipynb ├── Lab7 Pipelines.ipynb ├── Pollution.csv ├── Postman ├── Workshop AML.postman_collection.json └── readme.md ├── README.md ├── Titanic.csv ├── WA_Fn-UseC_-HR-Employee-Attrition.csv ├── actuals_vs_predictions.png ├── boston_model.pkl ├── credit.csv ├── dominicks_OJ.csv ├── donnees ├── diabetes.csv └── diabetes2.csv ├── forecasting_helper.py ├── metrics_helper.py ├── model.pkl ├── modelenotebook1.pkl ├── myenv.yml ├── presentations ├── 0. Introduction.pdf └── 1. Workshop Azure ML.pdf ├── score.py ├── score_local_explain.py ├── scoring_explainer.pkl ├── sklearn_regression_model.pkl ├── sklearnregressionmodel.pkl ├── tf-resume-training ├── tf_mnist_with_checkpoint.py └── utils.py ├── tf_horovod_word2vec.py ├── tf_mnist.py ├── titanic_training.csv ├── train.py ├── train_aml.py └── utils.py /0 Configuration.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/retkowsky/WorkshopAML2020/HEAD/0 Configuration.ipynb -------------------------------------------------------------------------------- /1 Introduction Azure ML.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/retkowsky/WorkshopAML2020/HEAD/1 Introduction Azure ML.ipynb -------------------------------------------------------------------------------- /10 Hyperparameter Tuning TF.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/retkowsky/WorkshopAML2020/HEAD/10 Hyperparameter Tuning TF.ipynb -------------------------------------------------------------------------------- /11 TensorFlow GPU.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/retkowsky/WorkshopAML2020/HEAD/11 TensorFlow GPU.ipynb -------------------------------------------------------------------------------- /12 Déploiement AKS.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/retkowsky/WorkshopAML2020/HEAD/12 Déploiement AKS.ipynb -------------------------------------------------------------------------------- /13 Tensor Flow horovod.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/retkowsky/WorkshopAML2020/HEAD/13 Tensor Flow horovod.ipynb -------------------------------------------------------------------------------- /14. 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