courses & resources
topic | format | difficulty | release year | price | course |
---|---|---|---|---|---|
Generative AI | GitHub repository | 🟩⬜⬜ | 2023 | free | Generative AI for Beginners by Microsoft |
Deep Learning | YouTube playlist | 🟩🟩⬜ | 2023 | free | 6.5940 TinyML and Efficient Deep Learning Computing by Massachusetts Institute of Technology |
Natural Language Processing | YouTube playlist | 🟩🟩⬜ | 2023 | free | Natural Language Processing by The University of Texas at Austin |
Deep Learning | website | 🟩⬜⬜ | 2023 | free | Deep Learning Fundamentals - Learning Deep Learning Using a Modern Open-Source Stack by Sebastian Raschka |
Large Language Models | YouTube playlist | 🟩🟩⬜ | 2023 | free | LLM Bootcamp - Spring 2023 by The Full Stack |
Python | YouTube playlist | 🟩⬜⬜ | 2023 | free | CS50: Introduction to Programming with Python by Harvard University x freeCodeCamp.org |
Stable Diffusion and Deep Learning | website | 🟩🟩⬜ | 2023 | free | Practical Deep Learning for Coders part 2: Deep Learning Foundations to Stable Diffusion by fast.ai |
Deep Learning | YouTube playlist | 🟩⬜⬜ | 2023 | free | 6.S191: Introduction to Deep Learning by Massachusetts Institute of Technology |
Deep Learning | YouTube playlist | 🟩⬜⬜ | 2023 | free | Neural Networks: Zero to Hero by Andrej Karpathy |
Large Language Models and Prompt Engineering | website | 🟩⬜⬜ | 2023 | free | Prompt Engineering Guide by DAIR.AI |
Computer Vision | YouTube playlist | 🟩⬜⬜ | 2023 | free | Computer Vision in Practice by Piotr Skalski x Roboflow |
Natural Language Processing | YouTube playlist | 🟩🟩⬜ | 2023 | free | CS685: Advanced Natural Language Processing by University of Massachusetts |
Machine Learning | YouTube playlist | 🟩🟩⬜ | 2022 | free | CS229: Machine Learning by Stanford University |
MLOps | YouTube playlist | 🟩🟩⬜ | 2022 | free | Machine Learning Engineering for Production by Andrew Y. Ng |
Multimodal Machine Learning | YouTube playlist | 🟩🟩🟩 | 2022 | free | 11-777: Multimodal Machine Learning by Carnegie Mellon University |
Deep Multi-Task and Meta Learning | YouTube playlist | 🟩🟩🟩 | 2022 | free | CS330 Deep Multi-Task and Meta Learning by Stanford University |
Deep Learning | YouTube playlist | 🟩⬜⬜ | 2022 | free | Practical Deep Learning for Coders by fast.ai |
Natural Language Processing | YouTube playlist | 🟩🟩⬜ | 2021 | free | CS224U: Natural Language Understanding by Stanford University |
Transformers | YouTube playlist | 🟩🟩🟩 | 2021 | free | CS25: Transformers United by Stanford University |
Deep Learning | YouTube playlist | 🟩🟩⬜ | 2021 | free | NYU-DLSP21: NYU Deep Learning Spring by New York University |
Natural Language Processing and Transformers | website | 🟩⬜⬜ | 2021 | free | NLP Course by Hugging Face |
Deep Learning | book | 🟩⬜⬜ | 2021 | free | Dive into Deep Learning by d2l.ai |
Reinforcement Learning | YouTube playlist | 🟩🟩🟩 | 2021 | free | Reinforcement Learning Course by DeepMind x University College London |
Natural Language Processing | YouTube playlist | 🟩🟩⬜ | 2021 | free | CS224N: Natural Language Processing with Deep Learning by Stanford University |
Deep Learning | YouTube playlist | 🟩🟩⬜ | 2020 | free | Deep Learning Lecture Series by DeepMind x University College London |
Linear Algebra | website | 🟩🟩🟩 | 2019 | free | Advanced Linear Algebra - Foundations to Frontiers by Margaret E. Myers & Robert A. van de Geijn |
Artificial Intelligence | Youtube playlist | 🟩🟩⬜ | 2019 | free | Stanford CS221: Artificial Intelligence: Principles and Techniques by Stanford University |
Computer Vision | Youtube playlist | 🟩🟩⬜ | 2019 | free | University of Michigan EECS 498.008 / 598.008: Deep Learning for Computer Vision by University of Michigan |
Computer Vision | YouTube playlist | 🟩🟩⬜ | 2018 | free | CS231n: Deep Learning for Computer Vision by Stanford University |
Statistics and Probability | YouTube playlist | 🟩⬜⬜ | 2013 | free | Statistics 110: Probability by Harvard University |