Cinema
- https://m.youtube.com/playlist?list=PLfYUBJiXbdtSvpQjSnJJ_PmDQB_VyT5iU
- fast.ai Part 1, 2019 & Things Jeremy says to do
Community
- https://twitter.com/sugam110795/status/1643047760407437312
- https://twitter.com/amitness/status/1288713405700780033
- https://radekosmulski.com/twitter-threads
- https://forums.fast.ai/t/share-your-work-here/27676/3
- https://twitter.com/math_rachel/status/1297255819965169664 + https://rachel.fast.ai/posts/2021-08-17-eleven-ethics-videos
- https://github.com/tmabraham/awesome-fastai
- https://twitter.com/jeremyphoward/status/1519517177883541504 + http://cups.fast.ai/fast
Next
- https://medium.com/@mr.acle/from-novice-to-researcher-two-years-of-deep-learning-with-fast-ai-4120fc73f9c6
- Applied Machine Learning: Cornell University - CS 5785
- https://github.com/ozanciga/diffusion-for-beginners
- https://github.com/wandb/awesome-dl-projects
- https://github.com/shanglianlm0525/PyTorch-Networks
- https://github.com/lukas/ml-class
- https://github.com/hbctraining/Training-modules
- https://github.com/seungjaeryanlee/playing-hard-exploration-games-by-watching-youtube
- https://github.com/EugenHotaj/pytorch-generative
- How to get started with Machine Learning
- https://m.youtube.com/@FullStackDeepLearning/playlists?view=1&sort=lad&flow=grid
- https://github.com/alirezadir/Machine-Learning-Interviews
- https://github.com/Atcold/pytorch-Deep-Learning
- https://github.com/sachinruk/deepschool.io + https://www.youtube.com/playlist?list=PLIx9QCwIhuRS1SPS9LHF7VjvZyM1g2Swz
- https://github.com/andkret/Cookbook
- https://www.mrdbourke.com/ml-resources
Reference
- https://www.latent.space/p/not-old
- https://sebastianraschka.com/faq
- https://course.fast.ai/Resources/book.html + https://github.com/ThinamXx/Fastai + https://github.com/murilogustineli/fast.ai
- https://leanpub.com/langchain/read
- https://leanpub.com/pythonai/read
- https://www.kaggle.com/code/jhoward/jupyter-notebook-101
- https://github.com/amitness/learning#specialized-skills
- https://pytorch.org/tutorials/beginner/deep_learning_nlp_tutorial.html
- https://github.com/keon/awesome-nlp#books
- https://github.com/SE-ML/awesome-seml#model-training
- https://github.com/jeroenjanssens/data-science-at-the-command-line
- https://github.com/muellerzr/Practical-Deep-Learning-for-Coders-2.0 + https://github.com/muellerzr/Walk-with-fastai-revisited
- https://hamel.dev/notes/fastai
- https://rosmulski.gumroad.com/l/learn_machine_learning/blog
- fast.ai course notebooks
- Understanding Deep Learning | Simon J.D. Prince
- https://d2l.ai + https://github.com/d2l-ai/d2l-en + https://twitter.com/astonzhangAZ/status/1603423878360899584
- https://github.com/fastai/numerical-linear-algebra + https://m.youtube.com/playlist?list=PLtmWHNX-gukIc92m1K0P6bIOnZb-mg0hY
- https://github.com/ZuzooVn/machine-learning-for-software-engineers
- https://aman.ai/primers/math
- MATHEMATICS FOR MACHINE LEARNING | Marc Peter Deisenroth, A. Aldo Faisal, Cheng Soon Ong
- Deep Learning Book | Ian Goodfellow, Yoshua Bengio and Aaron Courville
- https://www.turing.com/kb/julia-vs-python + https://towardsai.net/p/l/can-julia-replace-python-a-data-comparison + Julia it's more like Common Lisp meets Matlab meets Python
- https://github.com/wandb/edu/tree/main/math-for-ml
- https://github.com/khuyentran1401/Efficient_Python_tricks_and_tools_for_data_scientists
- https://aman.ai/primers/python
- https://aman.ai/primers/matplotlib
- Math And NumPy Fundamentals For Deep Learning + https://github.com/VikParuchuri/zero_to_gpt
- https://aman.ai/primers/numpy
- https://www.udemy.com/course/openai-api-chatgpt-gpt4-with-python-bootcamp
- https://datatalks.club/books.html
- https://github.com/Shubhamsaboo/kairos_gpt3
Tool
- https://towardsdatascience.com/understanding-pytorch-with-an-example-a-step-by-step-tutorial-81fc5f8c4e8e + https://pytorchstepbystep.com + https://github.com/gordicaleksa/pytorch-deepdream/blob/master/playground.py + https://m.youtube.com/watch?v=2n_uoGOPoVk&list=PLBoQnSflObcmr--O9N_zMxULedpuw5TtE&index=2
- https://github.com/ritchieng/the-incredible-pytorch
- https://madewithml.com/courses/foundations/pytorch
- https://madewithml.com/courses/foundations/notebooks
- https://pixspy.com
- https://arxiv-sanity-lite.com
- https://amitness.com/toolbox
- https://github.com/stas00/toolbox
- https://amitness.com/vscode-on-colab
- https://aman.ai/primers/pytorch
- https://github.com/delip/PyTorchNLPBook
- https://github.com/bharathgs/Awesome-pytorch-list
- https://github.com/vahidk/EffectivePyTorch + https://effectivemachinelearning.com/PyTorch
- https://www.fast.ai/posts/2022-07-28-nbdev2.html
- https://hamel.dev/notes/jupyter/shortcuts.html
- https://radekosmulski.com/an-ide-for-the-era-of-ai
- https://radekosmulski.com/talk-to-chatgpt-from-inside-jupyter-notebook
- https://github.com/huggingface/pytorch-image-models
- https://jakevdp.github.io/PythonDataScienceHandbook/index.html
- https://github.com/mrdbourke/pytorch-deep-learning + https://youtu.be/Z_ikDlimN6A
- https://timdettmers.com/2023/01/30/which-gpu-for-deep-learning
- PyTorch Crash Course - Getting Started with Deep Learning
- https://www.assemblyai.com/blog/pytorch-vs-tensorflow-in-2023
- Deep Learning with PyTorch: A 60 Minute Blitz