What does HackerNews think of fastbook?
The fastai book, published as Jupyter Notebooks
"Deep Learning for Coders with Fastai and Pytorch: AI Applications Without a PhD" (2020) https://github.com/fastai/fastbook
There's also a new nbdev; nbdev v2: https://github.com/fastai/nbdev and nbdev-template to start new projects with: https://github.com/fastai/nbdev-template
https://github.com/tensorflow/models
https://cv.gluon.ai/model_zoo/index.html
If there are no pre-trained models, you could take a look at fast.ai courses:
https://course18.fast.ai/ml.html (for Machine Learning (ML))
https://www.fast.ai (for others "DL" (Deep Learning))
This courses is targeted towards programmers, and they dive right into the code to use ML (train models and use them) with Jupyter notebooks. They also have a book whose notebooks are here: https://github.com/fastai/fastbook
If you have some maths background (high-school, or first year university), check out Stanford's CS229 with Andrew Ng:
https://www.youtube.com/playlist?list=PLoROMvodv4rMiGQp3WXSh...
I think it's better than the Coursera version because he uses the board (whiteboard in 2018, blackboard in 2008-ish version)
It also exists as hardcover
- [0]: https://github.com/fastai/nbdev
- [1]: https://www.fast.ai/
- [2]: https://github.com/fastai/fastbook
- [3]: https://iko.ai
- [4]: https://iko.ai/docs/notebook/#long-running-notebooks
- [5]: https://pbs.twimg.com/tweet_video/Entg8COXcAIDdTI.mp4
This is the book: https://www.amazon.com/Deep-Learning-Coders-fastai-PyTorch/d...
This is the nb->asciidoc convertor: https://github.com/fastai/fastdoc
These are the source notebooks: https://github.com/fastai/fastbook/
https://www.amazon.com/Deep-Learning-Coders-fastai-PyTorch/d...
that said: fast.ai also released a draft of the book available here (including the notebooks) https://github.com/fastai/fastbook
edit: if you can afford it, getting the book is a great way to support the authors
They got an upcoming book, and I think that the epub is already out and the have the draft at github publicly available https://github.com/fastai/fastbook