Data Science

85+ Free Online Books, Courses – Machine Learning & Data Science

This post represents a comprehensive list of 85+ free books/ebooks and courses on machine learning, deep learning, data science, optimization, etc which are available online for self-paced learning.  This would be very helpful for data scientists starting to learn or gain expertise in the field of machine learning / deep learning. Please feel free to comment/suggest if I missed mentioning one or more important books that you like and would like to share. Also, sorry for the typos.

Following are the key areas under which books are categorized:

  • Data science
  • Pattern Recognition & Machine Learning
  • Probability & Statistics
  • Neural Networks & Deep Learning
  • Optimization
  • Data mining
  • Mathematics

Here is my post on machine learning concepts & examples.

List of online free eBooks & Courses on Machine Learning, Data Science, Deep Learning

Following is a list of 85+ FREE online ebooks (pdf format) and video courses that could be used for learning ML at your own pace. Note that these books are placed in random order and thus there is no meaning to the current order. Hence, I would recommend you go through different books and select the one which suits you most.

Latest posts by Ajitesh Kumar (see all)
Ajitesh Kumar

I have been recently working in the area of Data analytics including Data Science and Machine Learning / Deep Learning. I am also passionate about different technologies including programming languages such as Java/JEE, Javascript, Python, R, Julia, etc, and technologies such as Blockchain, mobile computing, cloud-native technologies, application security, cloud computing platforms, big data, etc. I would love to connect with you on Linkedin. Check out my latest book titled as First Principles Thinking: Building winning products using first principles thinking.

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