.. python-intro-tutorial documentation master file, created by
   sphinx-quickstart on Thu Nov  9 14:37:12 2017.
   You can adapt this file completely to your liking, but it should at least
   contain the root `toctree` directive.

Fast Python data science practical course
=================================================

.. Fast Python data science practical course: practical introduction to Python, machine learning methods and Statistics

.. toctree::
    :maxdepth: 1
    :numbered:
    :caption: Python Basics

    sections/introduction
    sections/getting-started
    sections/data-types
    sections/functions
    sections/conditionals
    sections/loops
    sections/oop
    sections/modules-packages
    sections/extras
    sections/debugging

.. toctree::
    :maxdepth: 1
    :numbered:
    :caption: Machine learning tools

    sections/numpy
    sections/polars
    sections/scikit-learn
    sections/optuna
    sections/matplotlib
    sections/pandas
    sections/pytorch
    sections/pytorch_lightning

.. toctree::
    :maxdepth: 1
    :numbered:
    :caption: Examples of applications

    sections/fraud_detection
    sections/time_series_analysis
    sections/image_classification
    sections/text_classification
    sections/pnadc

.. toctree::
    :maxdepth: 1
    :numbered:
    :caption: Other

    sections/local_linear_neural_networks
    sections/bootstrapping_and_permutation_tests
    sections/bias_variance_mse_convergence
    sections/gan
    sections/vae
    sections/rpy2
    sections/sstudy

..    TODO

    %\input{parts/xarray}
    %\newpage

    %\input{parts/scipy}
    %\newpage

    %\input{parts/statsmodels}
    %\newpage

    %\input{parts/pystan}
    %\newpage

    %\input{parts/edward}
    %\newpage

    %\input{parts/tensorflow}
    %\newpage

    %\input{parts/keras}
    %\newpage

    %\part{Loose ends and appendix}
    %literals
    %globals() locals()
    %iterators and generators
    %files

    yhat/ggpy
    plotnine
    bokeh