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A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.

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Apache-2.0 license
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cfddong/handson-ml

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datasets
datasets
 
 
docker
docker
 
 
images
images
 
 
.gitignore
.gitignore
 
 
01_the_machine_learning_landscape.ipynb
01_the_machine_learning_landscape.ipynb
 
 
02_end_to_end_machine_learning_project.ipynb
02_end_to_end_machine_learning_project.ipynb
 
 
03_classification.ipynb
03_classification.ipynb
 
 
04_training_linear_models.ipynb
04_training_linear_models.ipynb
 
 
05_support_vector_machines.ipynb
05_support_vector_machines.ipynb
 
 
06_decision_trees.ipynb
06_decision_trees.ipynb
 
 
07_ensemble_learning_and_random_forests.ipynb
07_ensemble_learning_and_random_forests.ipynb
 
 
08_dimensionality_reduction.ipynb
08_dimensionality_reduction.ipynb
 
 
09_up_and_running_with_tensorflow.ipynb
09_up_and_running_with_tensorflow.ipynb
 
 
10_introduction_to_artificial_neural_networks.ipynb
10_introduction_to_artificial_neural_networks.ipynb
 
 
11_deep_learning.ipynb
11_deep_learning.ipynb
 
 
12_distributed_tensorflow.ipynb
12_distributed_tensorflow.ipynb
 
 
13_convolutional_neural_networks.ipynb
13_convolutional_neural_networks.ipynb
 
 
14_recurrent_neural_networks.ipynb
14_recurrent_neural_networks.ipynb
 
 
15_autoencoders.ipynb
15_autoencoders.ipynb
 
 
16_reinforcement_learning.ipynb
16_reinforcement_learning.ipynb
 
 
INSTALL.md
INSTALL.md
 
 
LICENSE
LICENSE
 
 
README.md
README.md
 
 
apt.txt
apt.txt
 
 
book_equations.ipynb
book_equations.ipynb
 
 
environment.yml
environment.yml
 
 
extra_autodiff.ipynb
extra_autodiff.ipynb
 
 
extra_capsnets-cn.ipynb
extra_capsnets-cn.ipynb