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. (by smartcorelib)
jiro-nn
A Deep Learning and preprocessing framework in Rust with support for CPU and GPU. (by AnicetNgrt)
Our great sponsors
| smartcore | jiro-nn | |
|---|---|---|
| 4 | 2 | |
| 648 | 118 | |
| 4.8% | - | |
| 5.0 | 8.5 | |
| 19 days ago | 7 months ago | |
| Rust | Rust | |
| Apache License 2.0 | - |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
smartcore
Posts with mentions or reviews of smartcore.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-11-09.
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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.
jiro-nn
Posts with mentions or reviews of jiro-nn.
We have used some of these posts to build our list of alternatives
and similar projects.
-
Deep Learning in Rust with my own framework focusing on ergonomics
With jiro-nn just rely on auto-complete and keep your sanity while following this King County houses sales regression workflow example using a Deep Neural Network:
- I Added CNNs and GPU support to my Neural Network library made from scratch + speaking about it soon at the Scientific Computing in Rust workshop
What are some alternatives?
When comparing smartcore and jiro-nn you can also consider the following projects:
linfa - A Rust machine learning framework.
kernel_tuner - Kernel Tuner
Peroxide - Rust numeric library with R, MATLAB & Python syntax
blaze - A Rustified OpenCL Experience
Parallel
rexcel - A lightweight CSV viewer/editor
forbidden - An auth system/library for Rust applications
pair_adjacent_violators - An implementation of the Pair Adjacent Violators algorithm for isotonic regression in Rust
CSX0003RUST
autograph - Machine Learning Library for Rust
databricks-kube-operator - A Kubernetes operator to enable GitOps style deploys for Databricks resources
dfdx - Deep learning in Rust, with shape checked tensors and neural networks