Machine Learning [Week 10/11] Large Scale Machine Learning

Gradient Descent with Large Datasets

Learning With large Datasets

Stochastic Gradient Descent

Mini-Batch Gradient Descent

Stochastic Gradient Descent Convergence

Advanced Topics

Online Learning

Map Reduce and Data Parallelism

Review