Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.
$ npx skills add Lightning-AI/pytorch-lightningAlternatives
Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.
Current skill
Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning Security - Evasion, Poisoning, Extraction, Inference - Red and Blue Teams
Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.
$ npx skills add Lightning-AI/pytorch-lightning💫 Industrial-strength Natural Language Processing (NLP) in Python
$ npx skills add explosion/spaCy🤗 The largest hub of ready-to-use datasets for AI models with fast, easy-to-use and efficient data manipulation tools
$ npx skills add huggingface/datasetsOpen standard for machine learning interoperability
$ npx skills add onnx/onnxThe Enterprise-Grade Production-Ready Multi-Agent Orchestration Framework. Website: https://swarms.ai
$ npx skills add kyegomez/swarmsFlower: A Friendly Federated AI Framework
$ npx skills add flwrlabs/flowerTime series forecasting with PyTorch
$ npx skills add sktime/pytorch-forecastingAn open source library for deep learning end-to-end dialog systems and chatbots.
$ npx skills add deeppavlov/DeepPavlov12 Weeks, 24 Lessons, AI for All!
$ npx skills add microsoft/AI-For-BeginnersImplement a ChatGPT-like LLM in PyTorch from scratch, step by step
$ npx skills add rasbt/LLMs-from-scratchFit interpretable models. Explain blackbox machine learning.
$ npx skills add interpretml/interpretMachine Learning Systems
$ npx skills add harvard-edge/cs249r_bookMachine Learning Engineering Open Book
$ npx skills add stas00/ml-engineeringThe AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.
$ npx skills add wandb/wandbImplement a reasoning LLM in PyTorch from scratch, step by step
$ npx skills add rasbt/reasoning-from-scratch🐍 Geometric Computer Vision Library for Spatial AI
$ npx skills add kornia/korniaHow to choose
Use an alternative when it has a clearer install path, higher trust score, fresher maintenance, or better platform fit for your current agent stack. Keep Adversarial Robustness Toolbox if it already passes your workflow test and repository review.
Next step
Open the compare page, test the install commands in a sandbox, and check each repository before using a skill in production.