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genieincodebottle

genieincodebottle/generative-ai

这是一个生成式AI综合学习资源库，提供详细的学习路线图、实战项目、应用场景及面试准备资料。主要面向希望系统掌握GenAI技术的开发者和学习者，通过Jupyter Notebook代码示例和结构化内容，帮助用户从入门到精通，提升编程与面试能力。

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genieincodebottle/generative-ai

标签

agentic-ai agentic-framework claude gemini genai genai-usecase generative-ai interview-questions langchain langgraph large-language-model llm-agent llm-evaluation mcp model-context-protocol multimodal n8n n8n-workflow openai-api retrieval-augmented-generation

技术栈

archive_legacy/chatbot-local python

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依赖

google-generativeai langchain langchain-community langchain-google-genai langchain_experimental retrying streamlit streamlit_chat

archive_legacy/chatbot python

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依赖

faiss-cpu langchain langchain-community llama-cpp-python pypdf sentence-transformers streamlit streamlit_chat tqdm

archive_legacy/claude-sonnet-pdf-extraction python

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依赖

anthropic python-dotenv

archive_legacy/csv-rag python

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依赖

Pandas accelerate bitsandbytes faiss-gpu huggingface_hub langchain openai pypdf sentence-transformers tiktoken transformers

archive_legacy/hello-genai python

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依赖

accelerate bitsandbytes langchain transformers

archive_legacy/langchain-map-reduce python

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依赖

accelerate bitsandbytes langchain openai pypdf tiktoken transformers

archive_legacy/llm-parameters python

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依赖

Pandas google-generativeai langchain langchain-google-genai

archive_legacy/rag python

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依赖

accelerate bitsandbytes faiss-gpu langchain pypdf sentence-transformers transformers

archive_legacy/scrapgraph python

测试

Playwright
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依赖

python-dotenv scrapegraphai streamlit streamlit-chat

archive_legacy/tagging python

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依赖

langchain langchain_core langchain_experimental psycopg2 python-dotenv

archive_legacy/text-to-sql python

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依赖

Pandas google-generativeai langchain langchain-google-genai

archive_legacy/translation-agent python

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依赖

icecream ^2.1.3 joblib ^1.4.2 langchain-google-genai ^1.0.6 langchain-text-splitters ^0.2.1 openai ^1.28.1 pysrt ^1.1.2 python-dotenv ^1.0.1 tiktoken ^0.6.0

开发依赖

black ^24.4.2 flake8 ^7.0.0 pre-commit ^3.7.1 pyright ^1.1.362 ruff ^0.4.4

genai-usecases/advance-rag/agentic-rag python

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依赖

Pandas Pydantic chromadb langchain-chroma langchain-community langchain-core langchain-google-genai langchain-text-splitters langgraph plotly pypdf python-dotenv streamlit tavily-python

genai-usecases/advance-rag/code-search-rag python

网络

Requests
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依赖

Pydantic chromadb gitpython langchain langchain-chroma langchain-community langchain-core langchain-google-genai python-dotenv streamlit tree-sitter tree-sitter-javascript tree-sitter-python

genai-usecases/advance-rag/graph-rag python

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依赖

Pandas graph_rag_example_helpers hf-xet langchain langchain-community langchain-core langchain-google-genai langchain-graph-retriever langchain-huggingface langgraph pypdf python-dotenv sentence-transformers streamlit

genai-usecases/advance-rag/multimodal-rag python

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依赖

chromadb google-generativeai langchain langchain-chroma langchain-community langchain-core langchain-google-genai langchain-text-splitters pymupdf pypdf python-dotenv streamlit

genai-usecases/advance-rag/rag_techniques python

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依赖

flashrank langchain langchain-chroma langchain-community langchain-google-genai langchain-groq langchain-huggingface langchain-text-splitters nest-asyncio pypdf python-dotenv rank_bm25 sentence-transformers streamlit

genai-usecases/agentic-ai python

网络

Requests
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依赖

NumPy Pandas Pydantic beautifulsoup4 chromadb crewai crewai-tools feedparser langchain langchain-anthropic langchain-core langchain-google-genai langchain-groq langchain-ollama langchain-openai langgraph matplotlib plotly python-dotenv pyyaml scipy seaborn streamlit xlsxwriter yfinance

genai-usecases/cache_augmented_generation python

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依赖

Pandas Pillow accelerate bitsandbytes plotly python-dotenv sentence-transformers streamlit torch transformers

genai-usecases/chatbot-with-memory python

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依赖

faiss-cpu langchain langchain-community langchain-google-genai langchain-groq langchain-huggingface langchain-text-splitters pypdf python-dotenv sentence-transformers streamlit

genai-usecases/content-moderation-system/backend python

框架

FastAPI
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依赖

Pydantic chromadb langchain-google-genai langgraph opentelemetry-api opentelemetry-instrumentation-fastapi opentelemetry-sdk python-dotenv python-multipart torch transformers uvicorn

genai-usecases/content-moderation-system/frontend javascript

框架

React ^18.2.0

状态管理

Zustand ^4.4.7

构建工具

Vite ^5.0.8

网络

Axios ^1.6.2

CSS-in-JS

Emotion ^11.11.3
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依赖

@emotion/styled ^11.11.0 @mui/icons-material ^5.15.0 @mui/material ^5.15.0 @mui/x-charts ^6.19.1 @rollup/rollup-win32-x64-msvc ^4.53.3 react-dom ^18.2.0 react-router-dom ^6.20.1 recharts ^2.10.3

开发依赖

@vitejs/plugin-react ^4.2.1

genai-usecases/conversational-analytics/backend python

框架

FastAPI
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依赖

Pydantic langchain-core langchain-google-genai langchain-groq passlib pyjwt pymongo python-dotenv python-multipart uvicorn

genai-usecases/conversational-analytics/frontend javascript

框架

React ^18.3.1

网络

Axios ^1.7.7

CSS-in-JS

Emotion ^11.13.0
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依赖

@emotion/styled ^11.13.0 @mui/icons-material ^5.16.4 @mui/material ^5.16.4 @types/node ^20.14.0 @types/react ^18.3.3 @types/react-dom ^18.3.0 framer-motion ^11.3.8 react-dom ^18.3.1 react-icons ^5.2.1 react-router-dom ^6.25.1 react-scripts 5.0.1 recharts ^2.12.7 typescript ^4.9.5 web-vitals ^2.1.4

genai-usecases/gemini-nano-banana python

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依赖

google-genai python-dotenv streamlit

genai-usecases/graph-qa python

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依赖

langchain langchain-google-genai langchain-groq langchain-neo4j neo4j python-dotenv streamlit

genai-usecases/llama-4-multi-function-app python

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依赖

Pandas crewai crewai-tools datasets faiss-cpu google-genai groq langchain langchain-community langchain-groq langchain-huggingface pillow plotly pypdf python-dotenv ragas sentence-transformers streamlit streamlit-chat

genai-usecases/llm-providers/local_llms/ollama python

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依赖

langchain-ollama

genai-usecases/llm-providers/python_scripts python

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依赖

langchain-anthropic langchain-google-genai langchain-groq python-dotenv streamlit

genai-usecases/mcp/web_search_mcp python

网络

Requests
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依赖

aiohttp anthropic fastmcp google-genai google-search-results mcp openai python-dotenv streamlit

genai-usecases/prompt-guard python

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依赖

groq huggingface-hub python-dotenv streamlit torch transformers

genai-usecases/sentiment-analysis python

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依赖

langchain langchain-core langchain-google-genai langchain-groq python-dotenv streamlit

genai-usecases/text-to-sql python

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依赖

Pandas langchain langchain-community langchain-google-genai langchain-groq python-dotenv streamlit

genai-usecases/your_ai_chat_analytics python

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依赖

NumPy Pandas matplotlib pytz seaborn streamlit

sessions/mcp_session python

框架

FastAPI

网络

Requests
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依赖

aiohttp asyncio fastmcp google-genai google-search-results langchain langchain-google-genai mcp python-dotenv streamlit uvicorn

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