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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

MATLAB

MathWorks · Mathematical & statistical computing

MathWorks' commercial numeric computing environment and language for engineers and scientists, with toolboxes, Simulink integration, apps and MATLAB Online

ProprietaryPaidAcademicLocalNov 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

Wolfram Mathematica

Wolfram Research · Mathematical & statistical computing

Wolfram Research's proprietary technical computing system built on the Wolfram Language, with notebooks, symbolic and numeric computation, visualization, machine learning and curated data

ProprietaryPaidAcademicLocalNov 2, 2026

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