My Blog
Mathematically rigorous explorations of computational neuroscience and Machine Learning
- From Least Squares to Likelihood: The Dual Nature of Linear Regression
June 29, 2025
A rigorous derivation of linear regression as both a geometric projection and a probabilistic model under Gaussian noise connecting least squares with maximum likelihood estimation .