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Machine Learning Cheat Sheet PDF

211 Pages·2020·English
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by ['pandero loco']| 2020| 211 pages| English

About Machine Learning Cheat Sheet

The document provides an overview of linear regression concepts including: 1. Simple linear regression uses an equation of y=mx+b to model the relationship between a single feature (x) and the target (y). Gradient descent is used to minimize the mean squared error cost function and learn the optimal m (weight) and b (bias) values. 2. Multivariable linear regression extends this to multiple features using an equation of f(x,y,z)=w1x + w2y + w3z. Matrices can be used to simplify the calculations. 3. Training a linear regression model involves iteratively calculating the gradient of the cost function using partial derivatives, then updating the weight

Detailed Information

Author:['pandero loco']
Publication Year:2020
Pages:211
Language:English
Format:PDF
Price:FREE
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