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ModelScope Tutorial

🍀 Introduction

Here we have gathered the deep learning tutorials from the MoDao community! Developers who love AI can find the knowledge they want to learn here, and learn how to train, infer, deploy, build applications, and perform various other common operations!

🌿 Update Log

  • ⭐️2025.09.16 Add Ultra-Long Sequence Parallelism: Ulysses + Ring-Attention Technical Principles and Implementation. Check here.
  • ⭐️2025.09.16 Add DeepResearch agent technical survey. Check here.
  • ⭐️2025.09.16 Add All2All model surveys. Check here.
  • ⭐️2025.09.16 Add Articles channel for technical blogs and surveys，Check here.
  • ⭐️2025.09.15 Add DailyPaper channel，Check：DailyPaper.
  • ⭐️2025.07.15 Add A brief introduction of PPO&GRPO
  • ⭐️2025.03.20 Add notebook for OpenRLHF，please checkOpenRLHF example
  • ⭐️2025.03.07 Add notebook for RAGFlow，please checkRAGFlow example.
  • ⭐️2024.12.30 Add notebook for unsloth，please checkunsloth example.
  • ⭐️2024.12.24 Add notebook for LLaMA-Factory, please checkLLaMA-Factory example.
  • ⭐️2024.12.24 Add notebook for Dify, please checkDify example.
  • ⭐️2024.12.23 Add example for vLLM and VLMEvalKit. Please check vLLM example和VLMEvalKit example.
  • ⭐️2024.11.22 Add an example for Omnigen to generate pictures of hugging. Please checkOmnigen example.
  • ⭐️2024.11.01 Add a common training notebook，请查看LLM-tutorial.
  • ⭐️2024.10.30 Add Zhihu dataset training and evaluating notebook, please check LLM-tutorial.
  • ⭐️2024.10.22 Add an investigation of O1 preview, check LLM-tutorial.
  • ⭐️2024.06.14 Add human preference alignment training technical analysis, check:LLM-tutorial.
  • ⭐️2024.05.16 Add quantization technical analysis, check:LLM-tutorial.
  • ⭐️2024.05.16 Add LISA technical analysis, check:LLM-tutorial.
  • ⭐️2024.04.12 Add modelscope-agent: agentfabric（An opensource OPENAI store） finetuning tutorials，please check AgentFabric.
  • ⭐️2024.03.12 Update the LLM tutorials，please check LLM-tutorial.
  • ⭐️2024.03.06 Added a series of tutorials and demos for SD-AIGC (text-to-image, text-to-video), please check AIGC-tutorial.
  • ⭐️2024.03.06 Added a series of tutorials for large language models (LLMs), please check LLM-tutorial.
    • Provided a complete set of documentation from an introduction to deep learning to deployment.