CS 189/289A
Time 2022-08-21 19:28:44Web Name: CS 189/289A
WebSite: http://www.eecs189.org
ID:288434
Keywords:
CSDescription:
CS189
Note: Information on this site is still tentative, and it could change significantly between now and the start of classes.
CS 189/289A at UC Berkeley
Introduction to Machine Learning
Lectures: Tuesday, Thursday 2-3:30 pm in Li Ka Shing 245 (Berkeley Academic Guide page)
Jennifer Listgarten
Make private Ed post before emailing.
Office Hours: TBA
Jitendra Malik
Make private Ed post before emailing.
Office Hours: TBA
Week 1 Overview
Welcome and Introduction
Homework 0 Lecture 8/25Week 2 Overview
Maximum Likelihood Estimation
Discussion 0 Homework 0Week 3 Overview
Linear Regression
Homework 0Week 4 Overview
Classification
Week 5 Overview
Gradient Descent and Backpropagation
Week 6 Overview
Evaluating Models
Week 7 Overview
Dimensionality Reduction
Week 8 Overview
Clustering
Week 9 Overview
Decision Trees
Week 10 Overview
Convolutional Neural Networks and Vision
Week 11 Overview
Transformers and Natural Language Processing
Week 12 Overview
Graph Neural Networks and Computational Biology
Week 13 Overview
Hidden Markov Models and Graphical Models
Week 14 Overview
Reinforcement Learning
Week 15 Overview
Robotics and Causality
Discussions
Discussion 0: Math review and self-assessment ExpandHomeworks
Homework 0: Math review and self-assessment ExpandLecture Slides and Videos
Lecture 8/25 ExpandTAGS:CS
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