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ageron
/
handson-ml2
UNCLAIMED
⛔️ DEPRECATED – See https://github.com/ageron/handson-ml3 or handson-mlp instead.
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master
1 branch
Code
.github
datasets
docker
images
.gitignore
273 B
01_the_machine_learning_landscape.ipynb
316.0 KB
02_end_to_end_machine_learning_project.ipynb
1.3 MB
03_classification.ipynb
800.6 KB
04_training_linear_models.ipynb
745.9 KB
05_support_vector_machines.ipynb
848.2 KB
06_decision_trees.ipynb
211.8 KB
07_ensemble_learning_and_random_forests.ipynb
521.9 KB
08_dimensionality_reduction.ipynb
3.6 MB
09_unsupervised_learning.ipynb
3.8 MB
10_neural_nets_with_keras.ipynb
443.8 KB
11_training_deep_neural_networks.ipynb
382.1 KB
12_custom_models_and_training_with_tensorflow.ipynb
184.7 KB
13_loading_and_preprocessing_data.ipynb
548.8 KB
14_deep_computer_vision_with_cnns.ipynb
4.2 MB
15_processing_sequences_using_rnns_and_cnns.ipynb
1.2 MB
16_nlp_with_rnns_and_attention.ipynb
253.2 KB
17_autoencoders_and_gans.ipynb
6.3 MB
18_reinforcement_learning.ipynb
379.2 KB
19_training_and_deploying_at_scale.ipynb
70.9 KB
apt.txt
129 B
book_equations.pdf
992.5 KB
changes_in_2nd_edition.md
9.4 KB
environment.yml
2.8 KB
extra_autodiff.ipynb
32.2 KB
extra_gradient_descent_comparison.ipynb
303.6 KB
index.ipynb
5.5 KB
INSTALL.md
6.1 KB
LICENSE
9.9 KB
math_differential_calculus.ipynb
593.2 KB
math_linear_algebra.ipynb
658.1 KB
ml-project-checklist.md
7.5 KB
README.md
5.6 KB
requirements.txt
2.5 KB
tools_matplotlib.ipynb
3.4 MB
tools_numpy.ipynb
615.9 KB
tools_pandas.ipynb
444.3 KB