Logistic Regression | From Odds to Probabilities

Logistic Regression is one of the most fundamental algorithms in Machine Learning - but understanding why it works is far more valuable than simply learning how to use it. In this video, we build Logistic Regression completely from first principles. Starting with the intuition behind binary classification, we explore probabilities, odds and log-odds, the sigmoid function, cross-entropy loss, and gradient descent to understand how the model learns from data. #logisticregression #machinelearning #artificialintelligence #datascience #statistics #mathematics