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This cheat sheet is a condensed version of machine learning manual, which contains many classical equations anddiagrams on machine learning, and aims to help you quickly recall knowledge and ideas in machine learning.This cheat sheet has two significant advantages:1. Clearer symbols. Mathematical formulas use quite a lot of confusing symbols. For example, X can be a set, a randomvariable, or a matrix. This is very confusing and makes it very difficult for readers to understand the meaning ofmath formulas. This cheat sheet tries to standardize the usage of symbols, and all symbols are clearly pre-defined,see section §.2. Less thinking jumps. In many machine learning books, authors omit some intermediary steps of a mathematicalproof process, which may save some space but causes difficulty for readers to understand this formula and readersget lost in the middle way of the derivation process. This cheat sheet tries to keep important intermediary steps aswhere as possible.
eBook details
- Title: Machine Learning Cheat Sheet: Classical equations, diagrams and tricks in machine learning
- Author : Wei Zhang
- Release Date : *
- Genre: Kindle Store,Kindle eBooks,Engineering & Transportation
- Pages : * pages
- Size : * KB
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