From 02720ff3ec8820b2aac9cbef56ba80af3bf73dfd Mon Sep 17 00:00:00 2001 From: butter1125 Date: Sun, 9 Mar 2025 11:11:06 -0700 Subject: [PATCH] Update and add some ML courses (#386) * Add UCB Data 100 (FA24) * Add Caltech CS 155 (WI18/19/20/23) * Add UIUC CS 412 --- README.md | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index cd10e64..484e72d 100755 --- a/README.md +++ b/README.md @@ -359,7 +359,7 @@ Table of Contents - [MOOC - Statistical Learning, Stanford University](http://www.dataschool.io/15-hours-of-expert-machine-learning-videos/) - [Statistical Learning with Python - Stanford Online](https://www.youtube.com/playlist?list=PLoROMvodv4rPP6braWoRt5UCXYZ71GZIQ) - [Foundations of Machine Learning Boot Camp, Berkeley Simons Institute](https://www.youtube.com/playlist?list=PLgKuh-lKre11GbZWneln-VZDLHyejO7YD) - - [CS155 - Machine Learning & Data Mining, 2017 - Caltech](https://www.youtube.com/playlist?list=PLuz4CTPOUNi6BfMrltePqMAHdl5W33-bC) ([Notes](http://www.yisongyue.com/courses/cs155/2017_winter/)) ([2016](https://www.youtube.com/playlist?list=PL5HdMttxBY0BVTP9y7qQtzTgmcjQ3P0mb)) + - [CS 155 - Machine Learning & Data Mining, 2023 - Caltech](https://www.youtube.com/playlist?list=PLu5yXJ11s4r-nBlojSQC9seeUF1IxX-_z) ([Notes-2020](http://www.yisongyue.com/courses/cs155/2020_winter/)) ([YouTube-2020](https://www.youtube.com/playlist?list=PLuz4CTPOUNi67hPzb9zJXH1cbeN7LKNiD)) ([Notes-2019](http://www.yisongyue.com/courses/cs155/2019_winter/)) ([YouTube-2019](https://www.youtube.com/playlist?list=PLuz4CTPOUNi7r2trKGgwaedY17MADTay4)) ([Notes-2018](http://www.yisongyue.com/courses/cs155/2018_winter/)) ([YouTube-2018](https://www.youtube.com/playlist?list=PLuz4CTPOUNi644ypoxzP1frkPYVHdjDJU)) ([Notes-2017](http://www.yisongyue.com/courses/cs155/2017_winter/)) ([YouTube-2017](https://www.youtube.com/playlist?list=PLuz4CTPOUNi6BfMrltePqMAHdl5W33-bC)) ([Notes-2016](http://www.yisongyue.com/courses/cs155/2016_winter/)) ([YouTube-2016](https://www.youtube.com/playlist?list=PL5HdMttxBY0BVTP9y7qQtzTgmcjQ3P0mb)) - [CS 156 - Learning from Data, Caltech](https://work.caltech.edu/lectures.html) - [10-601 - Introduction to Machine Learning (MS) - Tom Mitchell - 2015, CMU](http://www.cs.cmu.edu/~ninamf/courses/601sp15/lectures.shtml) ([YouTube](https://www.youtube.com/playlist?list=PLAJ0alZrN8rD63LD0FkzKFiFgkOmEtltQ)) - [10-601 Machine Learning | CMU | Fall 2017](https://www.youtube.com/playlist?list=PL7k0r4t5c10-g7CWCnHfZOAxLaiNinChk) @@ -446,7 +446,7 @@ Table of Contents - [CSE519 - Data Science Fall 2016 - Skiena, SBU](https://www.youtube.com/playlist?list=PLOtl7M3yp-DVBdLYatrltDJr56AKZ1qXo) - [CS 109 Data Science, Harvard University](http://cs109.github.io/2015/pages/videos.html) ([YouTube](https://www.youtube.com/playlist?list=PLb4G5axmLqiuneCqlJD2bYFkBwHuOzKus)) - [6.0002 Introduction to Computational Thinking and Data Science - MIT OCW](https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-0002-introduction-to-computational-thinking-and-data-science-fall-2016/lecture-videos/) - - [Data 100 - Summer 19- UC Berkeley](https://www.youtube.com/playlist?list=PLPHXc20GewP8J56CisONS_mFZWZAfa7jR) + - [Data 100: Principles and Techniques of Data Science - UC Berkeley](https://ds100.org/fa24/) ([Fall 24](https://www.youtube.com/playlist?list=PLIygTcviGPKBzDKR72ILypzPQZ_Cz6HcH)) ([Summer 19](https://www.youtube.com/playlist?list=PLPHXc20GewP8J56CisONS_mFZWZAfa7jR)) - [Data 102 - Spring 21- UC Berkeley](https://data102.org/sp21/#lecture-week-14) ([YouTube](https://www.youtube.com/playlist?list=PLIygTcviGPKAEbY32OXjmkQbD0uRhge9Y)) - [Distributed Data Analytics (WT 2017/18) - HPI University of Potsdam](https://www.tele-task.de/series/1179/) - [Data Profiling and Data Cleansing (WS 2014/15) - HPI University of Potsdam](https://www.tele-task.de/series/1027/) @@ -467,6 +467,7 @@ Table of Contents - [CS246 - Mining Massive Data Sets, Winter 2016, Stanford University](https://web.stanford.edu/class/cs246/) ([YouTube](https://www.youtube.com/channel/UC_Oao2FYkLAUlUVkBfze4jg/videos)) - [Information Retrieval - Spring 2018 - ETH Zurich](https://www.youtube.com/playlist?list=PLzn6LN6WhlN1ktkDvNurPSDwTQ_oGQisn) - [CAP6673 - Data Mining and Machine Learning - FAU](http://www.cse.fau.edu/~taghi/classes/cap6673/)([Video lectures](https://vimeo.com/album/1505953)) + - [CS 412 - Introduction to Data Mining - UIUC](https://www.youtube.com/playlist?list=PLIygTcviGPKDZi44-yuH2XH9UaHdaJkxs) - #### **Probabilistic Graphical Modeling** - [CS 6190 - Probabilistic Modeling, Spring 2016, University of Utah](https://www.youtube.com/playlist?list=PLbuogVdPnkCpvxdF-Gy3gwaBObx7AnQut)