owl
Tensor-Puzzles
owl | Tensor-Puzzles | |
---|---|---|
5 | 9 | |
1,179 | 2,464 | |
0.8% | - | |
8.2 | 4.4 | |
4 days ago | about 1 month ago | |
OCaml | Jupyter Notebook | |
MIT License | MIT License |
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owl
- Owl project (OCaml scientific computing) formally concluded
- Understanding Automatic Differentiation in 30 lines of Python
- I Wrote an Activitypub Server in OCaml: Lessons Learnt, Weekends Lost
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Julia 1.6 addresses latency issues
> after some consideration of OCaml, but unfortunately the multi-core story still isn't there yet
It is supposed to land in the release after 4.13, which is the next one.
Regarding the scientific computations library there is Owl[1][2] which now has an almost finished book[3].
[1] https://ocaml.xyz/
[2] https://github.com/owlbarn/owl
[3] https://ocaml.xyz/book/
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A Comparison of Futhark and Dex
The Owl lib for OCaml is pretty interesting
https://github.com/owlbarn/owl
Tensor-Puzzles
- Tensor Puzzles
- Understanding Automatic Differentiation in 30 lines of Python
- PyTorch Broadcasting Puzzles
- Srush/Tensor-Puzzles: Solve puzzles. Improve your PyTorch
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[D] What are some resources to brush up on my PyTorch skills?
Probably not a 1:1 to a koan but these are some neat PyTorch puzzles: https://github.com/srush/Tensor-Puzzles
- GitHub - srush/Tensor-Puzzles
What are some alternatives?
Octavian.jl - Multi-threaded BLAS-like library that provides pure Julia matrix multiplication
GPU-Puzzles - Solve puzzles. Learn CUDA.
Arraymancer - A fast, ergonomic and portable tensor library in Nim with a deep learning focus for CPU, GPU and embedded devices via OpenMP, Cuda and OpenCL backends
picoGPT - An unnecessarily tiny implementation of GPT-2 in NumPy.
Peroxide - Rust numeric library with R, MATLAB & Python syntax
SmallPebble - Minimal deep learning library written from scratch in Python, using NumPy/CuPy.
symengine.rs - (Unofficial) Rust wrappers to the C++ library SymEngine, a fast C++ symbolic manipulation library.
micrograd - A tiny scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API
db-benchmark - reproducible benchmark of database-like ops
AD-Rosetta-Stone - Examples of Automatic Differentiation (AD) in many different languages and systems