COMPSCI 188, LEC 001 – Fall 2018
COMPSCI 188, LEC 001 – Pieter Abbeel, Daniel Klein
Copyright @2018 UC Regents; all rights reserved
“Slides (from 2018): https://inst.eecs.berkeley.edu/~cs188/fa18
Latest website: https://inst.eecs.berkeley.edu/~cs188
More resources: http://ai.berkeley.edu
00:00 Setup [no content]
02:23 Announcements [outdated]
03:12 Review: Perceptrons, Logistic Regression
12:56 Hill Climbing
15:42 1D Optimization
22:15 2D Optimization, Gradient Ascent
29:18 Steepest Direction
35:15 Gradient Ascent Procedure
43:30 Break [no content]
45:56 Q&A
48:46 NN Structure
56:28 Activation Functions
1:00:37 Training NNs
1:01:55 NN Properties
1:04:31 NN Demo
1:13:11 Computing Derivatives
1:17:01 Summary
1:19:56 End [no content]”
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