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魔搭紫皮书|ModelScope Cookbook:面向开发者的开源模型应用实战指南,覆盖模型选型、推理、微调、评测、RAG、Agent 与 AIGC,从跑通第一个模型到构建实际应用。

★ 40473 forksHTMLApache-2.0modelscope

ModelScope Cookbook is an open-source, hands-on book (34 chapters) for building real AI applications with open-source models: model selection, inference, fine-tuning, evaluation, RAG, Agents, MCP and AIGC, with runnable examples using ms-swift, EvalScope, DiffSynth and Ollama.

Use Cases

Learn open-source model selection and evaluationRun a first local LLM inference with OllamaFine-tune models with ms-swift on custom dataBuild a RAG enterprise knowledge assistantCreate an MCP tool-connected agentTrain image LoRA with DiffSynthGenerate and edit product marketing imagesBuild a speech assistant with ASR/TTSAnalyze customer-service call qualityEvaluate models with EvalScope baselinesStudy agent frameworks and skillsQuantize models to fit limited hardware

Built With

Language
HTML
Frameworks
ModelScope · ms-swift · EvalScope · DiffSynth · Ollama · FastAPI · Claude Code · DeepSeek Harness · MiniMax H3

Tags

cookbook · tutorials · llm · fine-tuning · rag · ai-agents · mcp · model-evaluation · aigc · diffusion-models · quantization · modelscope · learning-resource · developer-guide · inference