Entropy (for data science) Clearly Explained!!!

Entropy is a fundamental concept in Data Science because it shows up all over the place - from Decision Trees, to similarity metrics, to state of the art dimension reduction algorithms. It's also surprisingly simple, but often poorly explained. Traditionally the equation is presented with the...

Intermediate - 17 min - AI & Data - StatQuest with Josh Starmer

The full course: Learn Machine Learning Foundations free

What you'll need

Laptop stand: Screen at eye level for long study sessions.
Noise-cancelling headphones: Focus through long video lessons.
Second monitor: Video on one screen, practice on the other.
Wireless keyboard and mouse: Comfortable for hours of typing.

Books

Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow by Aurélien Géron - View on Amazon
The Hundred-Page Machine Learning Book by Andriy Burkov - View on Amazon
An Introduction to Statistical Learning by Gareth James - View on Amazon
Introduction to Machine Learning with Python by Andreas C. Mueller - View on Amazon
The Alignment Problem by Brian Christian - View on Amazon
Machine learning by Kevin P. Murphy - View on Amazon

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Data Science Projects For Resume | Machine Learning Projects With Source Code (14 min, codebasics, Intermediate)
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Python for Bioinformatics - Drug Discovery Using Machine Learning and Data Analysis (103 min, freeCodeCamp.org, Intermediate)