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.
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A Survey of AI startups
Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.
$ npx skills add Lightning-AI/pytorch-lightningThe absolute trainer to light up AI agents.
$ npx skills add microsoft/agent-lightning12 Weeks, 24 Lessons, AI for All!
$ npx skills add microsoft/AI-For-BeginnersGoogle Research
$ npx skills add google-research/google-research💫 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/onnxImplement a ChatGPT-like LLM in PyTorch from scratch, step by step
$ npx skills add rasbt/LLMs-from-scratchThe Modular Platform (includes MAX & Mojo)
$ npx skills add modular/modularFree MLOps course from DataTalks.Club
$ npx skills add DataTalksClub/mlops-zoomcampLabel Studio is a multi-type data labeling and annotation tool with standardized output format
$ npx skills add HumanSignal/label-studio🔥Highlighting the top ML papers every week.
$ npx skills add dair-ai/AI-Papers-of-the-WeekLearn how to develop, deploy and iterate on production-grade ML applications.
$ npx skills add GokuMohandas/Made-With-MLThe 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/flowerFit interpretable models. Explain blackbox machine learning.
$ npx skills add interpretml/interpretHow 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 AI Software Startups if it already passes your workflow test and repository review.
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Open the compare page, test the install commands in a sandbox, and check each repository before using a skill in production.