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Training & Fine-tuning

Grouped by technology, as developers usually describe it.

103 tools

  1. Train and run AI models on your own computer, faster
    ★ 79kstars
    unsloth by unslothai · Free alternative to OpenAI fine-tuning
    No codingDesktop appHealthy
  2. Fine-tune 100+ AI models with a simple web interface
    ★ 75.9kstars
    LlamaFactory by hiyouga · Free alternative to OpenAI fine-tuning, Together AI
    No codingWebsiteHealthy
  3. Learn to build real-world machine-learning apps
    ★ 49.9kstars
    Made-With-ML by GokuMohandas
    No codingGuide or readingFair
  4. Use hundreds of pretrained image models in PyTorch
    ★ 37.3kstars
    pytorch-image-models by huggingface
    For developersCode libraryHealthy
  5. Learn to fine-tune and deploy open models on Linux (Chinese)
    ★ 32.7kstars
    self-llm by datawhalechina
    No codingGuide or readingHealthy
  6. Learn how LLMs are trained and deployed in practice (Chinese)
    ★ 25.2kstars
    llm-action by liguodongiot
    No codingGuide or readingHealthy
  7. Fine-tune large models cheaply
    ★ 21.9kstars
    peft by huggingface
    For developersCode libraryHealthy
  8. Fine-tune AI models with human feedback methods
    ★ 19.7kstars
    trl by huggingface
    For developersCode libraryHealthy
  9. Fine-tune 600+ language and vision models
    ★ 16kstars
    ms-swift by modelscope
    Some setupCommand-line toolHealthy
  10. Create datasets for fine-tuning AI from your documents
    ★ 15.1kstars
    easy-dataset by ConardLi
    No codingDesktop appFair
  11. Use LoRA to fine-tune models cheaply
    ★ 13.9kstars
    LoRA by microsoft
    For developersCode libraryFair
  12. Fine-tune open models with simple config files
    ★ 12.7kstars
    axolotl by axolotl-ai-cloud · Free alternative to Together AI fine-tuning
    Some setupCommand-line toolHealthy
  13. Train your own image style or character for FLUX and other models
    ★ 12.6kstars
    ai-toolkit by ostris · Free alternative to Replicate LoRA training
    Some setupSelf-hosted appHealthy
  14. Train AI agents on real tasks with reinforcement learning
    ★ 10.8kstars
    ART by OpenPipe
    For developersCode libraryHealthy
  15. Run AI jobs on any cloud at the lowest cost
    ★ 10.8kstars
    skypilot by skypilot-org
    Some setupCommand-line toolHealthy
  16. Build and deploy ML systems, the Netflix way
    ★ 10.3kstars
    metaflow by Netflix
    For developersCode libraryHealthy
  17. Fine-tune an 8B model on a 4GB laptop GPU
    ★ 10.1kstars
    Soup by MakazhanAlpamys
    Some setupCommand-line toolHealthy
  18. Fine-tune, evaluate and deploy open models easily
    ★ 9.4kstars
    oumi by oumi-ai
    For developersCode libraryHealthy
  19. Shrink AI models so they fit on smaller graphics cards
    ★ 8.5kstars
    bitsandbytes by bitsandbytes-foundation
    For developersCode libraryHealthy
  20. Use an open Chinese chat model
    ★ 8.3kstars
    BELLE by LianjiaTech
    For developersCode libraryUse with care
  21. Build agents that keep improving themselves
    ★ 7.8kstars
    reef by Human-Agent-Society
    For developersCode libraryFair
  22. Build private, resilient networks over radio and WiFi
    ★ 7.7kstars
    Reticulum by markqvist
    For developersCode libraryFair
  23. Combine two or more AI models into a new one
    ★ 7.4kstars
    mergekit by arcee-ai
    Some setupCommand-line toolHealthy
  24. Use the InternLM open language models
    ★ 7.3kstars
    InternLM by InternLM
    For developersCode libraryFair
  25. Train custom styles and characters for Stable Diffusion
    ★ 7.3kstars
    sd-scripts by kohya-ss · Free alternative to Civitai training
    Some setupCommand-line toolHealthy
  26. Train language models faster with less memory
    ★ 6.7kstars
    Liger-Kernel by linkedin
    For developersCode libraryHealthy
  27. Fine-tune many open models (Chinese)
    ★ 6.6kstars
    Firefly by yangjianxin1
    For developersCode libraryUse with care
  28. Train your own medical chat model
    ★ 5.9kstars
    MedicalGPT by shibing624
    For developersCode libraryFair
  29. Train agents by talking to them
    ★ 5.7kstars
    OpenClaw-RL by Gen-Verse
    For developersCode libraryFair
  30. Control drones and RC models over long range
    ★ 5.5kstars
    ExpressLRS by ExpressLRS
    For developersCode libraryHealthy
  31. Build, test and fine-tune AI systems without code
    ★ 5.3kstars
    Kiln by Kiln-AI
    No codingDesktop appFair
  32. Train and evaluate AI models in a desktop app
    ★ 5.2kstars
    transformerlab-app by transformerlab
    No codingDesktop appHealthy
  33. Build high-quality datasets for AI with your team
    ★ 5.2kstars
    argilla by argilla-io
    Some setupSelf-hosted appHealthy
  34. Fine-tune language models without code
    ★ 5.2kstars
    h2o-llmstudio by h2oai
    Some setupSelf-hosted appHealthy
  35. Learn modern reinforcement learning hands-on
    ★ 4.9kstars
    hands-on-modern-rl by walkinglabs
    No codingGuide or readingFair
  36. Find datasets for fine-tuning LLMs
    ★ 4.8kstars
    llm-datasets by mlabonne
    No codingGuide or readingFair
  37. Align any-modality models with feedback
    ★ 4.7kstars
    align-anything by PKU-Alignment
    For developersCode libraryFair
  38. Read a free book on large language models (Chinese)
    ★ 4.6kstars
    LLMBook-zh.github.io by LLMBook-zh
    No codingGuide or readingUse with care
  39. Get GPT-4-generated data for instruction tuning
    ★ 4.3kstars
    GPT-4-LLM by Instruction-Tuning-with-GPT-4
    No codingGuide or readingUse with care
  40. Anonymize production data for safe testing
    ★ 4.1kstars
    neosync by nucleuscloud
    Some setupSelf-hosted appUse with careArchived

Showing 40 of 103. Search or open the full list for more.