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JAX

Google (Chrome DevTools team) · Training & fine-tuning

Python library for NumPy-style array computing with composable transformations (jit, grad, vmap, shard_map) compiled through XLA to CPU, GPU and TPU

Apache-2.0Open sourceFreeLocalSelf-hostedNov 2, 2026

Julia

The Julia Project · Programming languages & runtimes

Dynamically typed, JIT-compiled language for numerical and scientific computing that aims to combine high-level syntax with compiled-code speed

MITOpen sourceFreeLocalSelf-hostedNov 2, 2026

Python

Python Software Foundation · Programming languages & runtimes

In-depth entry

General-purpose, dynamically typed programming language with a large standard library and the dominant ecosystem for data science and machine learning

PSF-2.0Open sourceFreeLocalSelf-hostedBroken

PyTorch

PyTorch Foundation (Linux Foundation) · Training & fine-tuning

Open-source deep-learning framework with eager tensors, autograd, torch.compile and distributed training, governed by the PyTorch Foundation and the base of most LLM tooling

BSD-3-ClauseOpen sourceFreeLocalSelf-hostedBroken

R

R Foundation / R Core Team · Programming languages & runtimes

Language and environment for statistical computing and graphics, with the CRAN package archive and a strong base in academic statistics and econometrics

GPL-2.0-or-laterOpen sourceFreeLocalSelf-hostedNov 2, 2026

RStudio IDE

Posit Software, PBC · Mathematical & statistical computing

Posit's open-source integrated development environment for R, with console, editor, plots, environment panes, Quarto/R Markdown authoring and Python via reticulate

AGPL-3.0-onlyFreeOpen sourceLocalSelf-hostedNov 2, 2026

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