Gradient Descent/Stochastic Gradient Descent Links
(PDF) Update to Ch 9 notes.
Video 1: Introduction to the Gradient Descent Algorithm
Video 2: Discussion and Programs
Website visited in the video: Gradient Descent.
Website visited in the video: Stochastic Gradient Descent
Data and script files:
(Matlab) Script file HousingPrices.m. Basic Gradient Descent example.
(Matlab) Script file HousingPricesAdaptiveStep.m. Gradient Descent with Adaptive Step.
(Matlab) Script file HousingPricesSGD.m. Stochastic Gradient Descent example.
Homework Data and Description:
(Matlab m-file) Housing data for Walla Walla (HousingWW.m)
. This is a script file, so to load the data just type (in command line or script file): HousingWW