Tensor-Puzzles
owl
Tensor-Puzzles | owl | |
---|---|---|
9 | 5 | |
2,481 | 1,182 | |
- | 1.0% | |
4.4 | 8.2 | |
about 2 months ago | 7 days ago | |
Jupyter Notebook | OCaml | |
MIT License | MIT License |
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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
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
What are some alternatives?
GPU-Puzzles - Solve puzzles. Learn CUDA.
Octavian.jl - Multi-threaded BLAS-like library that provides pure Julia matrix multiplication
picoGPT - An unnecessarily tiny implementation of GPT-2 in NumPy.
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
SmallPebble - Minimal deep learning library written from scratch in Python, using NumPy/CuPy.
Peroxide - Rust numeric library with R, MATLAB & Python syntax
micrograd - A tiny scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API
symengine.rs - (Unofficial) Rust wrappers to the C++ library SymEngine, a fast C++ symbolic manipulation library.
AD-Rosetta-Stone - Examples of Automatic Differentiation (AD) in many different languages and systems
db-benchmark - reproducible benchmark of database-like ops