.. Machine Learning documentation master file, created by sphinx-quickstart on Mon Nov 30 16:25:34 2015. You can adapt this file completely to your liking, but it should at least contain the root `toctree` directive. ======= Phantom ======= ============ Introduction ============ Important links: - `Web page `_ - `Github `_ - `Latest pdf `_ - `Official deposit for citation `_. This document describes statistics and machine learning in Python using: - `Scikit-learn `_ for machine learning. - `Pytorch `_ for deep learning. - `Statsmodels `_ for statistics. .. toctree:: :maxdepth: 2 introduction/python_ecosystem.rst introduction/machine_learning.rst =============== Python language =============== .. toctree:: :maxdepth: 2 auto_gallery/python_lang.rst ================= Scientific Python ================= .. toctree:: :maxdepth: 2 auto_gallery/scipy_numpy.rst auto_gallery/scipy_pandas.rst scientific_python/scipy_matplotlib.rst ========== Statistics ========== .. toctree:: :maxdepth: 2 statistics/stat_univ.rst auto_gallery/stat_univ_lab_brain-volume.rst statistics/lmm/lmm.rst statistics/stat_multiv.rst statistics/time_series.rst ================ Machine Learning ================ .. toctree:: :maxdepth: 2 machine_learning/decomposition.rst machine_learning/manifold.rst machine_learning/clustering.rst machine_learning/linear_regression.rst machine_learning/linear_classification.rst auto_gallery/ml_supervized_nonlinear.rst auto_gallery/ml_resampling.rst machine_learning/ensemble_learning.rst optimization/optim_gradient_descent.rst auto_gallery/ml_lab_face_recognition.rst ============= Deep Learning ============= .. toctree:: :maxdepth: 2 deep_learning/dl_backprop_numpy-pytorch-sklearn.rst deep_learning/dl_mlp_mnist_pytorch.rst deep_learning/dl_cnn_cifar10_pytorch.rst deep_learning/dl_transfer-learning_cifar10-ants-bees_pytorch.rst ================== Indices and tables ================== * :ref:`genindex` * :ref:`modindex` * :ref:`search`