Published onApril 1, 2024Machine Learning Optimization - Stochastic Descent, Variance Reduction Techniques, and the Bias-Variance TradeoffSDS-programmachine-learningoptimizationgradient-descentvariance-reductionstochastic-gradient-descentstatisticspythonA dive into techniques and statistical background in machine learning optimization, with focus upon stochastic gradient descent, variance reduction techniques, and the bias-variance tradeoff.