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22 changes: 14 additions & 8 deletions README.md
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Expand Up @@ -17,18 +17,24 @@ This repository is a curated collection of links to various courses and resource
| Deep Learning | YouTube playlist | 🟩⬜⬜ | 2023 | free | [ 6.S191: Introduction to Deep Learning]( https://www.youtube.com/playlist?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI) by Massachusetts Institute of Technology |
| Deep Learning | YouTube playlist | 🟩⬜⬜ | 2023 | free | [ Neural Networks: Zero to Hero]( https://www.youtube.com/playlist?list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ) by Andrej Karpathy |
| Large Language Models and Prompt Engineering | website | 🟩⬜⬜ | 2023 | free | [ Prompt Engineering Guide]( https://promptingguide.ai) by DAIR.AI |
| MLOps | YouTube playlist | 🟩🟩⬜ | 2022 | free | [ Machine Learning Engineering for Production]( https://www.youtube.com/playlist?list=PLkDaE6sCZn6GMoA0wbpJLi3t34Gd8l0aK) by Andrew Y. Ng |
| MLOps | YouTube playlist | 🟩🟩⬜ | 2023 | free | [ Machine Learning Engineering for Production]( https://www.youtube.com/playlist?list=PLkDaE6sCZn6GMoA0wbpJLi3t34Gd8l0aK) by Andrew Y. Ng |
| Multimodal Machine Learning | YouTube playlist | 🟩🟩🟩 | 2022 | free | [ 11-777: Multimodal Machine Learning]( https://www.youtube.com/playlist?list=PL-Fhd_vrvisNM7pbbevXKAbT_Xmub37fA) by Carnegie Mellon University |
| Deep Learning | YouTube playlist | 🟩⬜⬜ | 2022 | free | [ Practical Deep Learning for Coders]( https://www.youtube.com/playlist?list=PLfYUBJiXbdtSvpQjSnJJ_PmDQB_VyT5iU) by fast.ai |
| Transformers | YouTube playlist | 🟩🟩🟩 | 2021 | free | [ CS25: Transformers United]( https://www.youtube.com/playlist?list=PLoROMvodv4rNiJRchCzutFw5ItR_Z27CM) by Stanford University |
| Deep Learning | YouTube playlist | 🟩🟩⬜ | 2021 | free | [ NYU-DLSP21: NYU Deep Learning Spring]( https://www.youtube.com/playlist?list=PLLHTzKZzVU9e6xUfG10TkTWApKSZCzuBI) by New York University |
| Natural Language Processing and Transformers | website | 🟩⬜⬜ | 2021 | free | [ NLP Course]( https://huggingface.co/course/chapter1/1) by Hugging Face |
| Deep Learning | book | 🟩⬜⬜ | 2021 | free | [ Dive into Deep Learning]( https://d2l.ai/index.html) by d2l.ai |
| Transformers | YouTube playlist | 🟩🟩🟩 | 2022 | free | [ CS25: Transformers United]( https://www.youtube.com/playlist?list=PLoROMvodv4rNiJRchCzutFw5ItR_Z27CM) by Stanford University |
| Deep Learning | YouTube playlist | 🟩🟩⬜ | 2022 | free | [ NYU-DLSP21: NYU Deep Learning Spring]( https://www.youtube.com/playlist?list=PLLHTzKZzVU9e6xUfG10TkTWApKSZCzuBI) by New York University |
| Natural Language Processing and Transformers | website | 🟩⬜⬜ | 2022 | free | [ NLP Course]( https://huggingface.co/course/chapter1/1) by Hugging Face |
| Deep Learning | book | 🟩⬜⬜ | 2022 | free | [ Dive into Deep Learning]( https://d2l.ai/index.html) by d2l.ai |
| Reinforcement Learning | YouTube playlist | 🟩🟩🟩 | 2021 | free | [ Reinforcement Learning Course]( https://www.youtube.com/playlist?list=PLqYmG7hTraZDVH599EItlEWsUOsJbAodm) by DeepMind x University College London |
| Natural Language Processing | YouTube playlist | 🟩🟩⬜ | 2021 | free | [ CS224N: Natural Language Processing with Deep Learning]( https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ) by Stanford University |
| Deep Learning | YouTube playlist | 🟩🟩⬜ | 2020 | free | [ Deep Learning Lecture Series]( https://www.youtube.com/playlist?list=PLqYmG7hTraZCDxZ44o4p3N5Anz3lLRVZF) by DeepMind x University College London |
| Artificial Intelligence | Youtube playlist | 🟩🟩⬜ | 2019 | free | [ Stanford CS221: Artificial Intelligence: Principles and Techniques]( https://youtube.com/playlist?list=PLoROMvodv4rO1NB9TD4iUZ3qghGEGtqNX) by Stanford University |
| Computer Vision | YouTube playlist | 🟩🟩⬜ | 2018 | free | [ CS231n: Deep Learning for Computer Vision]( https://www.youtube.com/playlist?app=desktop&list=PL3FW7Lu3i5JvHM8ljYj-zLfQRF3EO8sYv) by Stanford University |
| Deep Learning | YouTube playlist | 🟩🟩⬜ | 2021 | free | [ Deep Learning Lecture Series]( https://www.youtube.com/playlist?list=PLqYmG7hTraZCDxZ44o4p3N5Anz3lLRVZF) by DeepMind x University College London |
| Artificial Intelligence | Youtube playlist | 🟩🟩⬜ | 2021 | free | [ Stanford CS221: Artificial Intelligence: Principles and Techniques]( https://youtube.com/playlist?list=PLoROMvodv4rO1NB9TD4iUZ3qghGEGtqNX) by Stanford University |
| Computer Vision | YouTube playlist | 🟩🟩⬜ | 2021 | free | [ CS231n: Deep Learning for Computer Vision]( https://www.youtube.com/playlist?app=desktop&list=PL3FW7Lu3i5JvHM8ljYj-zLfQRF3EO8sYv) by Stanford University |
| A Gentle Introduction to Machine Learning | YouTube playlist | 🟩⬜⬜ | 2021 | free | [ A Gentle Introduction to Machine Learning](https://www.youtube.com/watch?v=Gv9_4yMHFhI&list=PLblh5JKOoLUICTaGLRoHQDuF_7q2GfuJF) by Joshua Starmer |
| Happy Halloween (Neural Networks Are Not Scary) | YouTube playlist | 🟩⬜⬜ | 2020 | free | [ Happy Halloween (Neural Networks Are Not Scary) ](https://www.youtube.com/watch?v=zxagGtF9MeU&list=PLblh5JKOoLUIxGDQs4LFFD--41Vzf-ME1) by Joshua Starmer |
| #66DaysofData | YouTube playlist | 🟩⬜⬜ | 2019 | free | [ #66DaysofData](https://www.youtube.com/watch?v=qBigTkBLU6g&list=PLblh5JKOoLUJUNlfvCNhJMNjNNpt5ljcR&index=1) by Joshua Starmer |
| PyTorch for Deep Learning & Machine Learning – Full Course | YouTube playlist | 🟩🟩⬜ | 2018 | free | [ PyTorch for Deep Learning & Machine Learning – Full Course ](https://www.youtube.com/watch?v=V_xro1bcAuA) by freeCodeCamp.org |
| No Black Box Machine Learning Course – Learn Without Libraries | YouTube playlist | 🟩🟩⬜ | 2018 | free | [ No Black Box Machine Learning Course – Learn Without Libraries ](https://www.youtube.com/watch?v=vDDjtwQDw2k&list=PLWKjhJtqVAblStefaz_YOVpDWqcRScc2s&index=5) by freeCodeCamp.org |
| Self-Driving Car with JavaScript Course – Neural Networks and Machine Learning | YouTube playlist | 🟩🟩⬜ | 2017 | free | [ Self-Driving Car with JavaScript Course – Neural Networks and Machine Learning ](https://www.youtube.com/watch?v=Rs_rAxEsAvI&list=PLWKjhJtqVAblStefaz_YOVpDWqcRScc2s&index=4) by freeCodeCamp.org |
<!--- AUTOGENERATED_COURSES_TABLE -->

## 🦸 contribution
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,kaushal,leonidas,23.04.2023 14:35,file:///home/kaushal/.config/libreoffice/4;
40 changes: 23 additions & 17 deletions automation/data.csv
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topic, difficulty, price, release_year, format, url, label, author
Stable Diffusion and Deep Learning,2,free,2023,website,https://course.fast.ai/Lessons/part2.html,Practical Deep Learning for Coders part 2: Deep Learning Foundations to Stable Diffusion,fast.ai
Deep Learning,1, free,2023, YouTube playlist, https://www.youtube.com/playlist?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI, 6.S191: Introduction to Deep Learning, Massachusetts Institute of Technology
Deep Learning,1, free,2023, YouTube playlist, https://www.youtube.com/playlist?list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ, Neural Networks: Zero to Hero, Andrej Karpathy
Large Language Models and Prompt Engineering,1, free,2023, website, https://promptingguide.ai, Prompt Engineering Guide, DAIR.AI
MLOps,2, free,2022, YouTube playlist, https://www.youtube.com/playlist?list=PLkDaE6sCZn6GMoA0wbpJLi3t34Gd8l0aK, Machine Learning Engineering for Production, Andrew Y. Ng
Multimodal Machine Learning,3, free,2022, YouTube playlist, https://www.youtube.com/playlist?list=PL-Fhd_vrvisNM7pbbevXKAbT_Xmub37fA, 11-777: Multimodal Machine Learning, Carnegie Mellon University
Deep Learning,1, free,2022, YouTube playlist, https://www.youtube.com/playlist?list=PLfYUBJiXbdtSvpQjSnJJ_PmDQB_VyT5iU, Practical Deep Learning for Coders, fast.ai
Transformers,3, free,2021, YouTube playlist, https://www.youtube.com/playlist?list=PLoROMvodv4rNiJRchCzutFw5ItR_Z27CM, CS25: Transformers United, Stanford University
Deep Learning,2, free,2021, YouTube playlist, https://www.youtube.com/playlist?list=PLLHTzKZzVU9e6xUfG10TkTWApKSZCzuBI, NYU-DLSP21: NYU Deep Learning Spring, New York University
Natural Language Processing and Transformers,1, free,2021, website, https://huggingface.co/course/chapter1/1, NLP Course, Hugging Face
Deep Learning,1, free,2021, book, https://d2l.ai/index.html, Dive into Deep Learning, d2l.ai
Reinforcement Learning,3, free,2021, YouTube playlist, https://www.youtube.com/playlist?list=PLqYmG7hTraZDVH599EItlEWsUOsJbAodm, Reinforcement Learning Course, DeepMind x University College London
Natural Language Processing,2, free,2021, YouTube playlist, https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ, CS224N: Natural Language Processing with Deep Learning, Stanford University
Deep Learning,2, free,2020, YouTube playlist, https://www.youtube.com/playlist?list=PLqYmG7hTraZCDxZ44o4p3N5Anz3lLRVZF, Deep Learning Lecture Series, DeepMind x University College London
Artificial Intelligence, 2, free, 2019, Youtube playlist, https://youtube.com/playlist?list=PLoROMvodv4rO1NB9TD4iUZ3qghGEGtqNX, Stanford CS221: Artificial Intelligence: Principles and Techniques, Stanford University
Computer Vision,2, free,2018, YouTube playlist, https://www.youtube.com/playlist?app=desktop&list=PL3FW7Lu3i5JvHM8ljYj-zLfQRF3EO8sYv, CS231n: Deep Learning for Computer Vision, Stanford University
topic, difficulty, price, release_year, format, url, label, author
Stable Diffusion and Deep Learning,2,free,2023,website,https://course.fast.ai/Lessons/part2.html,Practical Deep Learning for Coders part 2: Deep Learning Foundations to Stable Diffusion,fast.ai
Deep Learning,1, free,2023, YouTube playlist, https://www.youtube.com/playlist?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI, 6.S191: Introduction to Deep Learning, Massachusetts Institute of Technology
Deep Learning,1, free,2023, YouTube playlist, https://www.youtube.com/playlist?list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ, Neural Networks: Zero to Hero, Andrej Karpathy
Large Language Models and Prompt Engineering,1, free,2023, website, https://promptingguide.ai, Prompt Engineering Guide, DAIR.AI
MLOps,2, free,2023, YouTube playlist, https://www.youtube.com/playlist?list=PLkDaE6sCZn6GMoA0wbpJLi3t34Gd8l0aK, Machine Learning Engineering for Production, Andrew Y. Ng
Multimodal Machine Learning,3, free,2022, YouTube playlist, https://www.youtube.com/playlist?list=PL-Fhd_vrvisNM7pbbevXKAbT_Xmub37fA, 11-777: Multimodal Machine Learning, Carnegie Mellon University
Deep Learning,1, free,2022, YouTube playlist, https://www.youtube.com/playlist?list=PLfYUBJiXbdtSvpQjSnJJ_PmDQB_VyT5iU, Practical Deep Learning for Coders, fast.ai
Transformers,3, free,2022, YouTube playlist, https://www.youtube.com/playlist?list=PLoROMvodv4rNiJRchCzutFw5ItR_Z27CM, CS25: Transformers United, Stanford University
Deep Learning,2, free,2022, YouTube playlist, https://www.youtube.com/playlist?list=PLLHTzKZzVU9e6xUfG10TkTWApKSZCzuBI, NYU-DLSP21: NYU Deep Learning Spring, New York University
Natural Language Processing and Transformers,1, free,2022, website, https://huggingface.co/course/chapter1/1, NLP Course, Hugging Face
Deep Learning,1, free,2022, book, https://d2l.ai/index.html, Dive into Deep Learning, d2l.ai
Reinforcement Learning,3, free,2021, YouTube playlist, https://www.youtube.com/playlist?list=PLqYmG7hTraZDVH599EItlEWsUOsJbAodm, Reinforcement Learning Course, DeepMind x University College London
Natural Language Processing,2, free,2021, YouTube playlist, https://www.youtube.com/playlist?list=PLoROMvodv4rOSH4v6133s9LFPRHjEmbmJ, CS224N: Natural Language Processing with Deep Learning, Stanford University
Deep Learning,2, free,2021, YouTube playlist, https://www.youtube.com/playlist?list=PLqYmG7hTraZCDxZ44o4p3N5Anz3lLRVZF, Deep Learning Lecture Series, DeepMind x University College London
Artificial Intelligence,2, free,2021, Youtube playlist, https://youtube.com/playlist?list=PLoROMvodv4rO1NB9TD4iUZ3qghGEGtqNX, Stanford CS221: Artificial Intelligence: Principles and Techniques, Stanford University
Computer Vision,2, free,2021, YouTube playlist, https://www.youtube.com/playlist?app=desktop&list=PL3FW7Lu3i5JvHM8ljYj-zLfQRF3EO8sYv, CS231n: Deep Learning for Computer Vision, Stanford University
A Gentle Introduction to Machine Learning,1,free,2021, YouTube playlist,https://www.youtube.com/watch?v=Gv9_4yMHFhI&list=PLblh5JKOoLUICTaGLRoHQDuF_7q2GfuJF, A Gentle Introduction to Machine Learning, Joshua Starmer
Happy Halloween (Neural Networks Are Not Scary) ,1,free,2020, YouTube playlist,https://www.youtube.com/watch?v=zxagGtF9MeU&list=PLblh5JKOoLUIxGDQs4LFFD--41Vzf-ME1, Happy Halloween (Neural Networks Are Not Scary) , Joshua Starmer
#66DaysofData,1,free,2019, YouTube playlist,https://www.youtube.com/watch?v=qBigTkBLU6g&list=PLblh5JKOoLUJUNlfvCNhJMNjNNpt5ljcR&index=1, #66DaysofData, Joshua Starmer
PyTorch for Deep Learning & Machine Learning – Full Course ,2,free,2018, YouTube playlist,https://www.youtube.com/watch?v=V_xro1bcAuA, PyTorch for Deep Learning & Machine Learning – Full Course , freeCodeCamp.org
No Black Box Machine Learning Course – Learn Without Libraries ,2,free,2018, YouTube playlist,https://www.youtube.com/watch?v=vDDjtwQDw2k&list=PLWKjhJtqVAblStefaz_YOVpDWqcRScc2s&index=5, No Black Box Machine Learning Course – Learn Without Libraries , freeCodeCamp.org
Self-Driving Car with JavaScript Course – Neural Networks and Machine Learning ,2,free,2017, YouTube playlist,https://www.youtube.com/watch?v=Rs_rAxEsAvI&list=PLWKjhJtqVAblStefaz_YOVpDWqcRScc2s&index=4, Self-Driving Car with JavaScript Course – Neural Networks and Machine Learning , freeCodeCamp.org