diff --git a/README.md b/README.md index c6b018d..fd69c4a 100644 --- a/README.md +++ b/README.md @@ -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 | ## 🦸 contribution diff --git a/automation/.~lock.data.csv# b/automation/.~lock.data.csv# new file mode 100644 index 0000000..211f021 --- /dev/null +++ b/automation/.~lock.data.csv# @@ -0,0 +1 @@ +,kaushal,leonidas,23.04.2023 14:35,file:///home/kaushal/.config/libreoffice/4; \ No newline at end of file diff --git a/automation/data.csv b/automation/data.csv index f09b01e..a87ccbe 100644 --- a/automation/data.csv +++ b/automation/data.csv @@ -1,17 +1,23 @@ -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