Linear Regression
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Mon Sep 01 2025
7669 words · 40 minutes
Deep Learning Notes-2: Probability Distributions, Linear Regression, and the Bias-Variance Tradeoff
Deep Learning Notes-2, covering the Bernoulli distribution, multinomial distribution, multivariate Gaussian distribution, the probabilistic derivation of linear regression, decision theory, and the bias-variance tradeoff. Corresponds to Chapters 3-4 of "Deep Learning: Foundations and Concepts".