COMPSCI 188 – 2018-11-13 – Machine Learning: Neural Networks and Decision Trees

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00:00 Setup [no content] 01:48 Announcements [outdated] 02:35 Review: Neural Networks
05:15 NN Applications, Computer Vision
22:14 NN Q&A
30:40 Inductive Learning
37:32 Consistency vs. Simplicity
42:30 Break [no content] 46:17 Decision Trees
53:15 Hypothesis Spaces
57:12 Decision Tree Learning
1:00:09 Entropy and Information
1:07:19 Decision Tree Examples
1:11:01 Overfitting
1:17:22 End [no content]”