ML-Reference

This repository includes Machine Learning Reference Materials and links to organizations & classes I follow / have participated in at UC San Diego and UC Berkeley

Important

As of today, May 18th, 2023, the College of Computing, Data Science, and Society has been formed at UC Berkeley. Read more about it here or about BIDS

Curated Courses & Personal Notes

• CSE 151A - Machine Learning Notes
• CSE 151B - Deep Learning Notes
• CSE 152A - Computer Vision
• CSE 158 - Recommender Systems
• DSC 100 - Relational Databases
• DSC 102 - Cloud Computing & Distributed Systems Notes

• DSC 170 - Spatial Data Science Notes

• CS 182 - Deep Learning
• CS 186 - Databases
• CS 188 - Artificial Intelligence Notes
• CS 189 - Machine Learning
• CS 280 - Computer Vision
• Data 100 - Principles and Techniques of Data Science
• Data 101 - Data Engineering

Organizations

• Hacioglu Institute of Data Science
• Berkeley Institute of Data Science
• BAIR
• Launchpad
• ML@Berkeley
• CalHacks
• Big Data @ Berkeley
• TreeHacks
• Berkeley Data Science Society
• ACM AI
• Data Science Student Society

Other

• Terminals in DataHub
• CatalyzeX
• Neurel Style Transfer 1
• Neurel Style Transfer 2
• Big Model
• Visual Intro to ML
• CS 285 - Deep RL
• CS 231 - Conv Nets
• Google Cloud
• RL for Recommender Systems

People

• Fei Fei Li
• Mina Lee (Advised by Percy Liang)
• Lily Weng
• Rose Yu
• Sophia Sun
• Jeffrey
• Parker
• Hao Zhang
• Xinyang_Geng