The StatQuest Illustrated Guide to Machine Learning!!!_Josh Starmer.pdf

The StatQuest Illustrated Guide to Machine Learning!!! By Josh Starmer, Ph.D. TRIPLE BAM!!!Sold to [email protected] The StatQuest Illustrated Guide to Machine Learning!!! Copyright © 2022 Joshua Starmer All rights reserved. No part of this book may be used or reproduced in any manner whatsoever without written permission, except in the case of brief quotations embodied in critical articles and reviews. www.statquest.org 2 Thank you for buying The StatQuest Illustrated Guide to Machine Learning!!! Every penny of your purchase goes to supporting StatQuest and helps create new videos, books, and webinars. Thanks to you, StatQuest videos and webinars are free on YouTube for everyone in the whole wide world to enjoy. NOTE: If you’re borrowing this copy of The StatQuest Illustrated Guide to Machine Learning from a friend, feel free to enjoy it. However, if you find it helpful, consider buying your own copy or supporting StatQuest however you can at https://statquest.org/support-statquest/. 3 Scan, click, or tap this QR code to visit StatQuest.org!!! For F and B, for teaching me to think differently, T and D, for making it possible for me to think differently, and for A, for everything. 4 The Stat - Quest C Major Il - lus - tra - ted Guide G Major C Major is here!!! Since every StatQuest starts with a Silly Song… StatQuest!!! Hooray!!! Scan, click, or tap this QR code to hear the Silly Song!!! Hello!!! I’m Josh Starmer, and welcome to The StatQuest Illustrated Guide to Machine Learning!!! In this book, we’ll talk about everything, from the very basics to advanced topics like Neural Networks. All concepts will be clearly illustrated, and we’ll go through them one step at a time. Table of Contents 6 01 Fundamental Concepts in Machine Learning!!! 02 Cross Validation!!! 03 Fundamental Concepts in Statistics!!! 04 Linear Regression!!! 05 Gradient Descent!!! 06 Logistic Regression!!! 07 Naive Bayes!!! 08 Assessing Model Performance!!! 09 Preve