Machine Learning Books and Tutorials

Fri, Jun 19, 2020

TOC

Machine Learning Books and Tutorials

Machine Learning Tutorials

Open Licensed Machine Learning Tutorials

Free Machine Learning Tutorials

Machine Learning Certification at Google

Machine Learning Books

CC-BY Machine Learning Books

CC-BY-NC Machine Learning Books

CC-BY-NC-ND Machine Learning Books

Free Machine Learning Books

Proprietary Machine Learning Books

List of Machine Learning Books

Machine Learning Notes

Machine Learning Seminar

About ML Books

If you're strong in software engineering, I recommend Machine Learning Mastery with Python by Jason Brownlee as it's very hands-on in Python and helps you run code to "see" how ML works.

If you're weak in software engineering and Python, I recommend A Whirlwind Tour Of Python by Jake VanderPlas, and its companion book Python Data Science Handbook.

If you're strong in architecting / product management, I recommend Building Machine Learning Powered Applications by Emmanuel Ameisen since it explains it more from an SDLC perspective, including things like scoping, design, development, testing, general software engineering best practices, collaboration, etc.

If you're weak in architecting / product management, I typically recommend User Story Mapping by Jeff Patton and Making Things Happen by Scott Berkun, which are both excellent how-tos with great examples to build on.

If you're strong in math, I recommend Understanding Machine Learning from Theory to Algorithm by Shalev-Shwartz and Ben-David, as it has all the mathematics for ML and actually has some pseudocode for implementation which helps bridge the gap into actual software development (the book's title is very accurate!)

For someone who is weak in the math of ML, I recommend Introduction to Statistical Learning by Hastie et al (along with the Python port of the code https://github.com/emredjan/ISL-python ) which I think does just enough hand holding to move someone from "did high school math 20 years ago" to "I understand what these hyperparameters are optimizing for."

Transformers

Machine Learning Tutorial

Learn Deep Learning

Machine Learning

Machine Learning

ML Books

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Written by

Imron Rosyadi

notes of a life