genai-quick-picks
GenAI Quick Picks
GenAI Quick Picks is a curated collection of practical cheat sheets for modern Generative AI development.
Instead of focusing only on syntax, this will demonstrate how GenAI libraries are wired together to build real-world AI systems such as:
- AI Agents
- Retrieval-Augmented Generation (RAG)
- Multi-Agent Systems
- LLM Applications
- Structured Outputs
- Fine-Tuning Pipelines
- Multimodal AI Systems
- Production-Grade AI APIs
Designed for:
- GenAI Engineers
- AI Developers
- Machine Learning Engineers
- Students & Researchers
-
Technical Interview Preparation
—
Top GenAI Libraries
Core Deep Learning
LLM Providers
Transformer & Foundation Model Libraries
Orchestration Frameworks
Agent Frameworks
Retrieval-Augmented Generation (RAG)
Vector Databases & Search
Embeddings
Local Inference & Serving
Fine-Tuning
Structured Outputs & Validation
Evaluation & Testing
Observability & Monitoring
Multimodal AI
API & Application Development
Model Context Protocol (MCP)
Research Papers
Reference
| Library | Languages | Docs | GitHub | Primary Use Case |
|---|---|---|---|---|
| PyTorch | 🏷️Python C++ |
Docs | GitHub | Deep Learning |
| TensorFlow | 🏷️Python C++ |
Docs | GitHub | Deep Learning |
| Transformers | 🏷️Python |
Docs | GitHub | LLM Development |
| Diffusers | 🏷️Python |
Docs | GitHub | Image Generation |
| LangChain | 🏷️Python |
Docs | GitHub | LLM Applications |
| LangGraph | 🏷️Python |
Docs | GitHub | Agent Workflows |
| LlamaIndex | 🏷️Python |
Docs | GitHub | RAG Applications |
| CrewAI | 🏷️Python |
Docs | GitHub | Multi-Agent Systems |
| AutoGen | 🏷️Python |
Docs | GitHub | AI Agents |
| PydanticAI | 🏷️Python |
Docs | GitHub | Typed Agents |
| OpenAI Agents SDK | 🏷️Python |
Docs | GitHub | Agent Development |
| Sentence Transformers | 🏷️Python |
Docs | GitHub | Embeddings |
| FAISS | 🏷️Python C++ |
Docs | GitHub | Vector Search |
| Chroma | 🏷️Python |
Docs | GitHub | Vector Database |
| Qdrant | 🏷️Python |
Docs | GitHub | Vector Search |
| Pinecone | 🏷️Python |
Docs | GitHub | Managed Vector DB |
| vLLM | 🏷️Python |
Docs | GitHub | High-Speed Inference |
| SGLang | 🏷️Python |
Docs | GitHub | Fast LLM Serving |
| PEFT | 🏷️Python |
Docs | GitHub | LoRA Fine-Tuning |
| TRL | 🏷️Python |
Docs | GitHub | RLHF/DPO |
| Unsloth | 🏷️Python |
Docs | GitHub | Fast Fine-Tuning |
| DeepSpeed | 🏷️Python |
Docs | GitHub | Distributed Training |
| FastAPI | 🏷️Python |
Docs | GitHub | AI APIs |
| Streamlit | 🏷️Python |
Docs | GitHub | AI Web Apps |
| Gradio | 🏷️Python |
Docs | GitHub | AI Demos |
| MLflow | 🏷️Python |
Docs | GitHub | Experiment Tracking |
| LangSmith | 🏷️Python |
Docs | GitHub | LLM Evaluation |
| DeepEval | 🏷️Python |
Docs | GitHub | AI Testing |
| Ragas | 🏷️Python |
Docs | GitHub | RAG Evaluation |
| Docling | 🏷️Python |
Docs | GitHub | Document Processing |
| MarkItDown | 🏷️Python |
Docs | GitHub | Document Conversion |
| Whisper | 🏷️Python |
Docs | GitHub | Speech Recognition |
| OpenCV | 🏷️Python C++ |
Docs | GitHub | Computer Vision |
Installation
Clone the repository:
git clone https://github.com/ARUNAGIRINATHAN-K/genai-quick-picks.git
cd genai-quick-picks
Changelog
See CHANGELOG.md for version history and updates.
Contributing
Contributions are welcome.
If you would like to add a new library, improve examples, fix bugs, or enhance documentation, feel free to submit a Pull Request.
License
This project is licensed under the MIT License see the LICENSE file for details.