Tag: machine learning

• Relearning Mathematics: Three Languages for Reading AIReads the inside of an LLM in three languages: linear algebra (embeddings, low-rank approximation), calculus (gradient descent, learning rate) and probability (cross-entropy, Bayes).Computer ScienceSurvival Strategy in the AI EraUndergraduatelinear algebracalculusprobabilitymachine learningabstraction~23 min
• Why Machine Learning Needs Mathematics: Rewriting Learning as Loss MinimisationRegression and classification both reduce to a single optimisation problem, empirical risk minimisation. We show where linear algebra, calculus and probability enter, with complete proofs for least squares and gradient descent.Computer ScienceMathematics for Machine LearningUndergraduatemachine learningempirical risk minimisationleast squaresgradient descentmaximum likelihood~23 min