Class meeting for 10-605 SGD and Hash Kernels
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This is one of the class meetings on the schedule for the course Machine Learning with Large Datasets 10-605 in Spring_2014.
Slides
Stochastic gradient descent:
Readings for the Class
Readings for the Class
Optional readings
- Lazy Sparse Stochastic Gradient Descent for Regularized Multinomial Logistic Regression, Carpenter, Bob. 2008. See also his blog post on logistic regression.
- I also recommend Charles Elkan's notes on logistic regression (local saved copy).