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September 18, 2019

Free online materials to learn Machine Learning and Data Science

Katarzyna Marchocka by

We know that many of you are interested in Machine Learning and Data Science and you are constantly looking for freely available free learning materials. That’s why we have prepared for you a list of useful online courses and materials ­čôľ­čąĽ:

Required tools to begin with:


Python ( Python 3 is the best option)
IPython and Jupyter Notebook (Jupyter Notebook)
Libraries for calculations: NumPy, Pandas, Scikit-Learn, Matplotlib.

You can install Python 3 and all the necessary packages in a few clicks using the Anaconda Python. Anaconda is a quite popular tool among machine learning engineers.

It’s okay if you have Python 2.7 installed. Upgrading to Python 3 is not necessary. Instead of Anaconda, you can use pip.

Online courses:

Machine Learning

Sztuczna Inteligencja

Data Analysis

Programming

Other useful materials:

  1. Data Science self-study material: http://learnds.com/
  2. Collection of notes “Practical data science in Python”: https://radimrehurek.com/data_science_python/
  3. Video “Introduction to machine learning with scikit-learn” by Kevin Markham: http://blog.kaggle.com/2015/04/08/new-video-series-introduction-to-machine-learning-with-scikit-learn/
  4. Book “The Elements of Statistical Learning” by Professor Pedro Domingos from the University of Washington: https://web.stanford.edu/~hastie/ElemStatLearn//

Enjoy learning ­čśë

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