├── .github └── ISSUE_TEMPLATE │ ├── bug_report.md │ ├── clarification-request.md │ └── feature-or-improvement-request.md ├── .gitignore ├── 01_the_machine_learning_landscape.ipynb ├── 02_end_to_end_machine_learning_project.ipynb ├── 03_classification.ipynb ├── 04_training_linear_models.ipynb ├── 05_support_vector_machines.ipynb ├── 06_decision_trees.ipynb ├── 07_ensemble_learning_and_random_forests.ipynb ├── 08_dimensionality_reduction.ipynb ├── 09_unsupervised_learning.ipynb ├── 10_neural_nets_with_keras.ipynb ├── 11_training_deep_neural_networks.ipynb ├── 12_custom_models_and_training_with_tensorflow.ipynb ├── 13_loading_and_preprocessing_data.ipynb ├── 14_deep_computer_vision_with_cnns.ipynb ├── 15_processing_sequences_using_rnns_and_cnns.ipynb ├── 16_nlp_with_rnns_and_attention.ipynb ├── 17_autoencoders_gans_and_diffusion_models.ipynb ├── 18_reinforcement_learning.ipynb ├── 19_training_and_deploying_at_scale.ipynb ├── INSTALL.md ├── LICENSE ├── README.md ├── apt.txt ├── book_equations.pdf ├── changes_in_2nd_edition.md ├── docker ├── .env ├── Dockerfile ├── Dockerfile.gpu ├── Makefile ├── README.md ├── bashrc.bash ├── bin │ ├── nbclean_checkpoints │ ├── nbdiff_checkpoint │ ├── rm_empty_subdirs │ └── tensorboard ├── docker-compose.yml └── jupyter_notebook_config.py ├── environment.yml ├── extra_autodiff.ipynb ├── extra_gradient_descent_comparison.ipynb ├── images ├── ann │ ├── README │ └── exercise2.png ├── classification │ └── README ├── cnn │ ├── README │ └── test_image.png ├── decision_trees │ └── README ├── deep │ └── README ├── deploy │ └── README ├── end_to_end_project │ ├── README │ └── california.png ├── ensembles │ └── README ├── fundamentals │ └── README ├── generative │ └── README ├── nlp │ └── README ├── rl │ ├── README │ └── breakout.gif ├── rnn │ └── README ├── tensorflow │ └── README ├── training_linear_models │ └── README └── unsupervised_learning │ ├── README │ └── ladybug.png ├── index.ipynb ├── math_differential_calculus.ipynb ├── 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