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Free online book - Machine Learning from Scratch

Hi all,I'm writing to share a book I just published that I think many of you might find interesting or useful. The book is called "Machine Learning from Scratch." It provides complete derivations of the most common algorithms in ML (OLS, logistic regression, naive Bayes, trees, boosting, neural nets, etc.) both in theory and math. It also demonstrates constructions of each of these methods from scratch in Python using only numpy. My aim with the book is to provide a very thorough rundown of…See More
Sep 3

Profile Information

Company:
Harvard
Job Title:
Statistics Undergraduate
Seniority:
Student
Job Function:
Statistician
Number of employees:
5.000 to 9.999
Industry:
Education
Short Bio:
Student in statistics passionate about machine learning, probability, and Python
LinkedIn Profile:
http://https://www.linkedin.com/in/daniel-friedman-36b1b2139/
Interests:
Contributing

Daniel Friedman's Blog

Free online book - Machine Learning from Scratch

Posted on September 3, 2020 at 1:00pm 0 Comments

Hi all,

I'm writing to share a book I just published that I think many of you might find interesting or useful. 

The book is called "Machine Learning from Scratch." It provides complete derivations of the most common algorithms in ML (OLS, logistic regression, naive Bayes, trees, boosting, neural nets, etc.) both in theory and math. It also demonstrates constructions of each of these methods from scratch in Python using only numpy.



My aim with the…

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