Comments (8)
I think, the first version of the book would be ready for review.
I hosted it for now at http://autumnai.com/leaf/book/. I hope, this makes reading the chapters more convenient.
Looking forward to hear what you think :)
EDIT: flashed out the second sentence.
from leaf.
I would also be interested in helping out/being a guinea pig. I've been doing Machine Learning at school so contributing to a project like this would be beneficial in expanding my knowledge of it. Especially a Rust based one.
from leaf.
Sounds good! I can be one of your Guinea pigs for this. I'd be fine with requiring some prior knowledge on ML and deep learning provided that you link to good introductory material. I mean, there must be good material out there and I don't see the point of making the effort to duplicating this. At least not initially.
from leaf.
Ohh, I like that. Thank you for helping out. Progress can be tracked at the MichaelHirn/book branch for now. I plan to make a WIP PR as soon as the first basics are there.
I also agree with your idea on requiring a basic understanding of ML/Deep Learning for the Leaf Book. I actually don't know a lot of good material for this. One that comes to my mind is A 'brief' history of Deep Learning although a more basic introduction is still required.
BTW, the Book can be build after cloning the branch with
~/.cargo/bin/mdbook watch ./doc
from leaf.
The following (free) online book has been recommended to me as an introduction to deep learning: http://neuralnetworksanddeeplearning.com/
I haven't read it yet so I can't say if it's good or not.
from leaf.
@ujh Thanks for the link! I'll dig into it over the weekend.
from leaf.
There is also http://cs231n.github.io/. It's quite easy to follow and isn't very heavy on math, but reading it once from start to end feels enough to be able to implement a working NN.
from leaf.
Thanks for the awesome work @MichaelHirn I've opened a PR for my copyediting as I go.
from leaf.
Related Issues (20)
- Windows Bug HOT 3
- Remove build documentation from the repo
- Use of ArcLocks
- This project needs capnproto and should mention it HOT 2
- cannot compile the example HOT 5
- Clippy is very angry HOT 2
- question about negative log likelihood loss layer
- Current status of leaf? HOT 45
- opencl and missing layer ops for cnn HOT 2
- build error with rustc 1.12 HOT 2
- Provide docker image and Dockerfile HOT 1
- cannot run example files in leaf HOT 1
- THIS IS A DEAD PROJECT HOT 2
- is leaf still active? HOT 8
- Fix gitcop link to contribution guidelines HOT 1
- Investigate Rust "impl specialization" HOT 2
- Use GPU for SGD weight update calculations HOT 1
- Unresolved Import ConvolutionConfig / Pooling HOT 4
- name confuse HOT 2
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from leaf.