17: Large Scale Machine Learning

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Learning with large datasets
Why large datasets?
Learning with large datasets

Stochastic Gradient Descent

Stochastic gradient descent

Mini Batch Gradient Descent

Mini-batch algorithm
Mini-batch gradient descent vs. stochastic gradient descent

Stochastic gradient descent convergence
Checking for convergence
Learning rate 
Online learning
Another example - product search

Map reduce and data parallelism
Interview with Cloudera CEO Mike Olson (2010)