├── .github └── FUNDING.yml ├── .gitignore ├── README.md ├── appendix-b-python.ipynb ├── appendix-c-numpy.ipynb ├── appendix-d-pandas.ipynb ├── chapter-02-car-price ├── 02-carprice.ipynb └── data.csv ├── chapter-03-churn-prediction ├── 03-churn.ipynb ├── 04-metrics.ipynb └── WA_Fn-UseC_-Telco-Customer-Churn.csv ├── chapter-05-deployment ├── .dockerignore ├── .gitignore ├── 05-deploy.ipynb ├── Dockerfile ├── Pipfile ├── Pipfile.lock ├── README.md ├── churn_serving.py ├── churn_serving_simple.py ├── flask_test.py └── test_service.py ├── chapter-06-trees ├── 06-trees.ipynb └── CreditScoring.csv ├── chapter-07-neural-nets ├── 07-augmentations.ipynb ├── 07-neural-nets-test.ipynb └── 07-neural-nets-train.ipynb ├── chapter-08-serverless ├── Dockerfile ├── README.md ├── chapter-08-model-test.ipynb ├── convert.py ├── lambda_function.py └── test.py ├── chapter-09-kubeflow ├── test-plain.py ├── test-transformer.py ├── tf-clothes-plain.yaml └── tf-clothes.yaml ├── chapter-09-kubernetes ├── 09-image-preparation.ipynb ├── Pipfile ├── Pipfile.lock ├── README.md ├── cluster.yaml ├── convert.py ├── gateway.dockerfile ├── model_server.py ├── serving-gateway-deployment.yaml ├── serving-gateway-service.yaml ├── test.py ├── tf-serving-clothing-model-deployment.yaml ├── tf-serving-clothing-model-service.yaml └── tf-serving.dockerfile ├── course-zoomcamp ├── 01-intro │ ├── 01-what-is-ml.md │ ├── 02-ml-vs-rules.md │ ├── 03-supervised-ml.md │ ├── 04-crisp-dm.md │ ├── 05-model-selection.md │ ├── 06-environment.md │ ├── 07-numpy.md │ ├── 08-linear-algebra.md │ ├── 09-pandas.md │ ├── 10-summary.md │ ├── README.md │ └── homework.md ├── 02-regression │ ├── 01-car-price-intro.md │ ├── 02-data-preparation.md │ ├── 03-eda.md │ ├── 04-validation-framework.md │ ├── 05-linear-regression-simple.md │ ├── 06-linear-regression-vector.md │ ├── 07-linear-regression-training.md │ ├── 08-baseline-model.md │ ├── 09-rmse.md │ ├── 10-car-price-validation.md │ ├── 11-feature-engineering.md │ ├── 12-categorical-variables.md │ ├── 13-regularization.md │ ├── 14-tuning-model.md │ ├── 15-using-model.md │ ├── 16-summary.md │ ├── 17-explore-more.md │ ├── README.md │ └── homework.md ├── 03-classification │ ├── 01-churn-project.md │ ├── 02-data-preparation.md │ ├── 03-validation.md │ ├── 04-eda.md │ ├── 05-risk.md │ ├── 06-mutual-info.md │ ├── 07-correlation.md │ ├── 08-ohe.md │ ├── 09-logistic-regression.md │ ├── 10-training-log-reg.md │ ├── 11-log-reg-interpretation.md │ ├── 12-using-log-reg.md │ ├── 13-summary.md │ ├── 14-explore-more.md │ ├── README.md │ └── homework.md ├── 04-evaluation │ ├── 01-overview.md │ ├── 02-accuracy.md │ ├── 03-confusion-table.md │ ├── 04-precision-recall.md │ ├── 05-roc.md │ ├── 06-auc.md │ ├── 07-cross-validation.md │ ├── 08-summary.md │ ├── 09-explore-more.md │ ├── README.md │ └── homework.md ├── 05-deployment │ ├── 01-intro.md │ ├── 02-pickle.md │ ├── 03-flask-intro.md │ ├── 04-flask-deployment.md │ ├── 05-pipenv.md │ ├── 06-docker.md │ ├── 07-aws-eb.md │ ├── 08-summary.md │ ├── 09-explore-more.md │ ├── README.md │ ├── code │ │ └── plan.md │ └── homework.md ├── 06-trees │ ├── 01-credit-risk.md │ ├── 02-data-prep.md │ ├── 03-decision-trees.md │ ├── 04-decision-tree-learning.md │ ├── 05-decision-tree-tuning.md │ ├── 06-random-forest.md │ ├── 07-boosting.md │ ├── 08-xgb-tuning.md │ ├── 09-final-model.md │ ├── 10-summary.md │ ├── 11-explore-more.md │ ├── README.md │ └── homework.md ├── 07-bentoml-production │ ├── 01-intro.md │ ├── 02-build-bento-service.md │ ├── 03-deploy-bento-service.md │ ├── 04-validation.md │ ├── 05-high-performance.md │ ├── 06-production-deployment.md │ ├── 07-stable-diffusion.md │ ├── 08-summary.md │ ├── README.md │ └── homework.md ├── 08-deep-learning │ ├── 01-fashion-classification.md │ ├── 01b-saturn-cloud.md │ ├── 02-tensorflow-keras.md │ ├── 03-pretrained-models.md │ ├── 04-conv-neural-nets.md │ ├── 05-transfer-learning.md │ ├── 06-learning-rate.md │ ├── 07-checkpointing.md │ ├── 08-more-layers.md │ ├── 09-dropout.md │ ├── 10-augmentation.md │ ├── 11-large-model.md │ ├── 12-using-model.md │ ├── 13-summary.md │ ├── 14-explore-more.md │ ├── README.md │ └── homework.md ├── 09-serverless │ ├── 01-intro.md │ ├── 02-aws-lambda.md │ ├── 03-tensorflow-lite.md │ ├── 04-preparing-code.md │ ├── 05-docker-image.md │ ├── 06-creating-lambda.md │ ├── 07-api-gateway.md │ ├── 08-summary.md │ ├── 09-explore-more.md │ ├── README.md │ ├── code │ │ └── plan.md │ └── homework.md ├── 10-kubernetes │ ├── 01-overview.md │ ├── 02-tensorflow-serving.md │ ├── 03-preprocessing.md │ ├── 04-docker-compose.md │ ├── 05-kubernetes-intro.md │ ├── 06-kubernetes-simple-service.md │ ├── 07-kubernetes-tf-serving.md │ ├── 08-eks.md │ ├── 09-summary.md │ ├── 10-explore-more.md │ ├── README.md │ ├── code │ │ ├── README.md │ │ └── plan.md │ └── homework.md ├── 11-kserve │ ├── 01-overview.md │ ├── 02-kserve-local.md │ ├── 03-kserve-sklearn.md │ ├── 04-kserve-custom-image.md │ ├── 05-tensorflow-kserve.md │ ├── 06-kserve-transformers.md │ ├── 07-kserve-eks-upd.md │ ├── 07-kserve-eks.md │ ├── 08-summary.md │ ├── 09-explore-more.md │ ├── README.md │ └── code │ │ ├── README.md │ │ └── plan.md ├── README.md ├── article │ └── README.md ├── asking-questions.md ├── cerficates.md ├── cohorts │ ├── 2021 │ │ ├── 01-intro │ │ │ └── homework.md │ │ ├── 02-regression │ │ │ └── homework.md │ │ ├── 03-classification │ │ │ └── homework.md │ │ ├── 04-evaluation │ │ │ └── homework.md │ │ ├── 05-deployment │ │ │ ├── homework.md │ │ │ └── homework │ │ │ │ └── homework.md │ │ ├── 06-trees │ │ │ └── homework.md │ │ ├── 07-midterm-project │ │ │ └── README.md │ │ ├── 08-deep-learning │ │ │ └── homework.md │ │ ├── 09-serverless │ │ │ └── homework.md │ │ ├── 10-kubernetes │ │ │ └── homework.md │ │ ├── 12-capstone │ │ │ └── README.md │ │ ├── 13-article │ │ │ └── README.md │ │ ├── 14-project │ │ │ └── README.md │ │ ├── leaderboard.md │ │ └── office-hours.md │ └── 2022 │ │ ├── 01-intro │ │ └── homework.md │ │ ├── 02-regression │ │ └── homework.md │ │ ├── 03-classification │ │ └── homework.md │ │ ├── 04-evaluation │ │ └── homework.md │ │ ├── 05-deployment │ │ └── homework.md │ │ ├── 06-trees │ │ └── homework.md │ │ ├── 07-bento-production │ │ └── homework.md │ │ ├── 08-deep-learning │ │ └── homework.md │ │ ├── 09-serverless │ │ └── homework.md │ │ ├── 10-kubernetes │ │ └── homework.md │ │ ├── README.md │ │ ├── article.md │ │ └── projects.md ├── moved.py └── projects │ └── README.md ├── images ├── bentoml.png ├── plan.png ├── play.png └── zoomcamp.jpg ├── useful_code.py └── util └── nice-numbers-ipynb.py /.github/FUNDING.yml: -------------------------------------------------------------------------------- 1 | custom: ['http://bit.ly/mlbookcamp'] 2 | github: alexeygrigorev 3 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 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