Meta & resources

Probability, statistics and data analysis

Machine Learning: concepts & procedures

Machine Learning: fundamental algorithms

Machine Learning: model assessment

Artificial neural networks

Natural language processing

The computer science appendix

The mathematics appendix

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The Python data stack

Of course, to complement all this, data scientists working with Python will make large use of Jupyter notebooks as well. We have a sub-section on notebooks here, where other kinds of notebooks tools are also illustrated.

The mathematics appendix - Previous

(Some) mathematical measures

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Databases and distributed frameworks

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