From 5f335f19793dd1816505cc8487cc933de4a56618 Mon Sep 17 00:00:00 2001 From: DHANUSH N Date: Thu, 27 Apr 2023 19:52:15 +0530 Subject: [PATCH 1/3] added new courses of top universities --- README.md | 29 ++++++++++++++++++++++++++++- 1 file changed, 28 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 15ef38d..80f8127 100644 --- a/README.md +++ b/README.md @@ -17,7 +17,6 @@ - [Alexander Amini](https://www.youtube.com/user/Zan560) - [The Coding Train](https://www.youtube.com/user/shiffman) - [Christopher Olah](https://colah.github.io/) - ## Communities to Follow - [AI Coimbatore](https://www.meetup.com/AICoimbatore/) *Join here*🔗⬇️ @@ -70,6 +69,34 @@ _Navaneeth Malingan_ - [Practical Deep Learning for Coders, v3](https://course.fast.ai/) - [FastAI](https://www.fast.ai/) +## Courses from Top Universities + ### Stanford University + - [CS221 - Artificial Intelligence: Principles and Techniques by Percy Liang and Dorsa Sadigh](https://www.youtube.com/playlist?list=PLoROMvodv4rOca_Ovz1DvdtWuz8BfSWL2) + - [CS229 - Machine Learning by Andrew Ng](https://www.youtube.com/playlist?list=PLoROMvodv4rMiGQp3WXShtMGgzqpfVfbU) + - [CS230 - Deep Learning by Andrew Ng](https://www.youtube.com/playlist?list=PLoROMvodv4rOABXSygHTsbvUz4G_YQhOb) + - [CS231n - Convolutional Neural Networks for Visual Recognition by Fei-Fei Li and Andrej Karpathy](https://www.youtube.com/playlist?list=PL3FW7Lu3i5JvHM8ljYj-zLfQRF3EO8sYv) + - [CS224n - Natural Language Processing with Deep Learning by Christopher Manning](https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ) + - [CS234 - Reinforcement Learning by Emma Brunskill](https://www.youtube.com/playlist?list=PLoROMvodv4rOSOPzutgyCTapiGlY2Nd8u) + - [ CS330 - Deep Multi-task and Meta Learning by Chelsea Finn](https://www.youtube.com/playlist?list=PLoROMvodv4rNjRoawgt72BBNwL2V7doGI) + - [CS25 - Transformers United](https://www.youtube.com/playlist?list=PLoROMvodv4rNiJRchCzutFw5ItR_Z27CM) + + ### Carnegie Mellon University + - [CS/LTI 11-711: Advanced NLP by Graham Neubig](https://www.youtube.com/playlist?list=PL8PYTP1V4I8D0UkqW2fEhgLrnlDW9QK7z) + - [CS/LTI 11-747: Neural Networks for NLP by Graham Neubig](https://www.youtube.com/playlist?list=PL8PYTP1V4I8AkaHEJ7lOOrlex-pcxS-XV) + - [CS/LTI 11-737: Multilingual NLP by Graham Neubig](https://www.youtube.com/playlist?list=PL8PYTP1V4I8BhCpzfdKKdd1OnTfLcyZr7) + - [CS/LTI 11-777: Multimodal Machine Learning by Louis-Philippe Morency](https://www.youtube.com/channel/UCqlHIJTGYhiwQpNuPU5e2gg/videos) + - [CS/LTI 11-785: Introduction to Deep Learning by Bhiksha Raj and Rita Singh](https://www.youtube.com/channel/UC8hYZGEkI2dDO8scT8C5UQA/playlists) + - [CS/LTI Low Resource NLP Bootcamp 2020 by Graham Neubig](https://www.youtube.com/playlist?list=PL8PYTP1V4I8A1CpCzURXAUa6H4HO7PF2c) + + ### Massachusetts Institute of Technology + - [6.S191 - Introduction to Deep Learning by Alexander Amini and Ava Amini](https://www.youtube.com/playlist?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI) + - [6.S094 - Deep Learning by Lex Fridman](https://www.youtube.com/playlist?list=PLrAXtmErZgOeiKm4sgNOknGvNjby9efdf) + - [6.S192 - Deep Learning for Art, Aesthetics, and Creativity by Ali Jahanian](https://www.youtube.com/playlist?list=PLCpMvp7ftsnIbNwRnQJbDNRqO6qiN3EyH) + + ### University College London + - [COMP M050 Reinforcement Learning by David Silver](https://www.youtube.com/watch?v=2pWv7GOvuf0) + + ## YouTube ML Playlists - [Machine Learning by StatQuest with Josh Starmer](https://www.youtube.com/playlist?list=PLblh5JKOoLUICTaGLRoHQDuF_7q2GfuJF) From bba18de1f6a916fae005412fd0b3781626623f27 Mon Sep 17 00:00:00 2001 From: DHANUSH N Date: Thu, 27 Apr 2023 20:31:31 +0530 Subject: [PATCH 2/3] added new cheatsheets --- README.md | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/README.md b/README.md index 80f8127..769e389 100644 --- a/README.md +++ b/README.md @@ -520,8 +520,16 @@ And hence the name Evolution of Object Detection Networks._ ## CheatSheets +- [Artificial Intelligence](https://stanford.edu/~shervine/teaching/cs-221/) +- [Machine Learning](https://stanford.edu/~shervine/teaching/cs-229/) +- [Deep Learning](https://stanford.edu/~shervine/teaching/cs-230/) +- [Machine Learning tips and tricks](https://stanford.edu/~shervine/teaching/cs-229/cheatsheet-machine-learning-tips-and-tricks) +- [Mathematical tools](https://stanford.edu/~shervine/teaching/cme-102/linear-algebra) +- [Ordinary Differential Equations for Engineers](https://stanford.edu/~shervine/teaching/cme-102/cheatsheet-first-ode) - [CHRIS ALBON Cheat Sheets and Flash Cards](https://chrisalbon.com/) - [MLOps Tooling Landscape v2 (+84 new tools) - Dec '20](https://huyenchip.com/2020/12/30/mlops-v2.html) +- [Data Science Tools](https://www.mit.edu/~amidi/teaching/data-science-tools/) +- [Machine Learning with R](https://www.mit.edu/~amidi/teaching/modeling/study-guide/machine-learning-with-r/) ## Edge ML Kits From c6f413a507df0d8833ef11c3281ef197f80b8e95 Mon Sep 17 00:00:00 2001 From: DHANUSH N Date: Thu, 27 Apr 2023 20:34:15 +0530 Subject: [PATCH 3/3] added new cheatsheets --- README.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index 769e389..baf3d53 100644 --- a/README.md +++ b/README.md @@ -524,12 +524,12 @@ And hence the name Evolution of Object Detection Networks._ - [Machine Learning](https://stanford.edu/~shervine/teaching/cs-229/) - [Deep Learning](https://stanford.edu/~shervine/teaching/cs-230/) - [Machine Learning tips and tricks](https://stanford.edu/~shervine/teaching/cs-229/cheatsheet-machine-learning-tips-and-tricks) -- [Mathematical tools](https://stanford.edu/~shervine/teaching/cme-102/linear-algebra) -- [Ordinary Differential Equations for Engineers](https://stanford.edu/~shervine/teaching/cme-102/cheatsheet-first-ode) -- [CHRIS ALBON Cheat Sheets and Flash Cards](https://chrisalbon.com/) -- [MLOps Tooling Landscape v2 (+84 new tools) - Dec '20](https://huyenchip.com/2020/12/30/mlops-v2.html) - [Data Science Tools](https://www.mit.edu/~amidi/teaching/data-science-tools/) - [Machine Learning with R](https://www.mit.edu/~amidi/teaching/modeling/study-guide/machine-learning-with-r/) +- [CHRIS ALBON Cheat Sheets and Flash Cards](https://chrisalbon.com/) +- [MLOps Tooling Landscape v2 (+84 new tools) - Dec '20](https://huyenchip.com/2020/12/30/mlops-v2.html) +- [Mathematical tools](https://stanford.edu/~shervine/teaching/cme-102/linear-algebra) +- [Ordinary Differential Equations for Engineers](https://stanford.edu/~shervine/teaching/cme-102/cheatsheet-first-ode) ## Edge ML Kits