smartcore
Parallel
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smartcore
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ML in Rust: smartcore
Today we have released version 0.3 of smartcore: a comprehensive library for machine learning and numerical computing. The library provides a set of tools for linear algebra, numerical computing, optimization, and enables a generic, powerful yet still efficient approach to machine learning.
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What's everyone working on this week (45/2022)?
we are approaching version 0.3 for our library, that is the minimal Wasi-first version we are going to publish. Some last minute obstacles on generating random numbers: try to disentangle range generators usage so we can have a default feature with fewer external dependencies and wasm32/wasi-ready.
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Learn Rust as ML practitioner
we are developing a ML practitioner-friendly library to help learn Rust mimicking the sklearn API: Smartcore. You can see some examples in these notebooks.
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What is a FOSS which is needed but doesn't exist yet/needs contributers?
Check out smartcore and linfa. At work I was badly in need of an NMF function similar to MATLAB's one these days but not enough time to write one myself. If you're good at math and machine learning, this sounds like a task you could try tackling.
Parallel
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GNU Parallel – shell tool for executing jobs in parallel, one or more computers
> Anyway, those three are just off the top of my head, unfairness-wise. Last I looked at the source for GNU parallel it looked like mountains upon mountains of Perl I would rather not depend upon, personally, but to each his own.
Well, there was a Rust version with zero Perl, now unfortunately archived. It wasn't 100% on a par with the original and wasn't really finished. On the other hand, built easily for Windows and helped me on a few occasions.
https://github.com/mmstick/parallel
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What is a FOSS which is needed but doesn't exist yet/needs contributers?
I would love a rust implemention of gnu parallel (with better license). There was https://github.com/mmstick/parallel , but the author stopped development.
What are some alternatives?
linfa - A Rust machine learning framework.
ripgrep - ripgrep recursively searches directories for a regex pattern while respecting your gitignore
Peroxide - Rust numeric library with R, MATLAB & Python syntax
alacritty - A cross-platform, OpenGL terminal emulator.
forbidden - An auth system/library for Rust applications
trust-dns - A Rust based DNS client, server, and resolver [Moved to: https://github.com/hickory-dns/hickory-dns]
CSX0003RUST
PumpkinDB - Immutable Ordered Key-Value Database Engine
jiro-nn - A Deep Learning and preprocessing framework in Rust with support for CPU and GPU.
conduit - Ultralight, security-first service mesh for Kubernetes. Main repo for Linkerd 2.x.
databricks-kube-operator - A Kubernetes operator to enable GitOps style deploys for Databricks resources
rust-doom - A Doom Renderer written in Rust.