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…
Added by Daniel Friedman on September 3, 2020 at 1:00pm — No Comments
Harvard Business Review has declared data science as the ‘sexiest profession of the 21st century’, and rightfully so. Keeping in mind, the amount of data being generated each day, the future scope of data science is bright, in fact, very bright. Students of technology, business, economics, mathematics, computer science, and the related subject domains, are all eligible to prepare for a data analyst role.
In the U.S., it is expected that there will exist 2.7 million openings…Continue
Added by Aileen Scott on September 1, 2020 at 7:30pm — No Comments
I like to approach algorithms from the perspective of problem solving. I created this list from a Mc Kinsey document (link below). It’s a good indicative approach. In practice,
Predict housing prices
Added by ajit jaokar on September 1, 2020 at 11:40am — No Comments
My FREE book about Bayesian Networks, Bayesuvius, continues to grow. It currently has 33 chapters. The purpose of this blog post is to announce the release of a new Bayesuvius chapter on Belief Propagation (BP).
Belief Propagation (BP) (aka Message Passing)was first proposed in 1982 by Judea Pearl to simplify the exact evaluation of probability marginals of…Continue
Added by Robert R. Tucci on September 1, 2020 at 10:30am — No Comments
Summary: The annual Burtch Works salary survey with data through April shows that opportunities and salaries are still excellent for both new and experienced data scientists. They also offer some anecdotal observations about the impact of the first few months of COVID on our work and opportunities.Continue
Added by William Vorhies on September 1, 2020 at 8:00am — No Comments