# 17 Large Scale Machine Learning

## 17.1 Learning With Large Datasets

## 17.2 Stochastic Gradient Descent

## 17.3 Mini-Batch Gradient Descent

## 17.4 Stochastic Gradient Descent Convergence

## 17.5 Online Learning

## 17.6 Map Reduce and Data Parallelism