Principles of singular value decomposition Mar 31, 2023 · 7 min read Linear algebra background In vector algebra, linear transformations are defined as the transformation of a vector with stretching, squishing, shearing, or rotating by tracking basis vector movements. Read More
Fundamentals of Kullback-Leibler divergence Nov 10, 2022 · 5 min read Distance and divergence In unsupervised learning, the concept of statistical distance is often used. Read More
Language models and text generation using LSTMs Aug 23, 2022 · 10 min read The code included here is available on my GitHub repo. Read More
Final data trends in the Premier League (’21-’22) Jun 8, 2022 · 9 min read The '21-'22 Premier League season featured high stakes until the very last matchday. Read More
L1, L2 norms and regularized linear models May 30, 2022 · 6 min read Bias and variance The bias-variance tradeoff describes the problem in balancing the two types of errors in supervised learning models. Read More