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genai-quick-picks

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The fastest way to remember GenAI library syntax and patterns

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# GenAI Quick Picks

![Build](https://github.com/ARUNAGIRINATHAN-K/genai-quick-picks/actions/workflows/link-check.yml/badge.svg)
![License: MIT](https://img.shields.io/badge/License-MIT-blue.svg)
![Python](https://img.shields.io/badge/python-3.10%2B-blue)
![Version](https://img.shields.io/badge/version-2.0.0-green)
![Contributors](https://img.shields.io/github/contributors/ARUNAGIRINATHAN-K/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
---
![GenAI](https://raw.githubusercontent.com/ARUNAGIRINATHAN-K/genai-quick-picks/main/<docs/RAG Flowchart.png>)
---

# Top GenAI Libraries

## Core Deep Learning

- [PyTorch](Core/PyTorch.md)
- [TensorFlow](Core/TensorFlow.md)
- [Keras](Core/Keras.md)
- [JAX](Core/JAX.md)

## LLM Providers

- [OpenAI](Providers/OpenAI.md)
- [Anthropic](Providers/Anthropic.md)
- [Google Gemini](Providers/GoogleGemini.md)
- [Mistral AI](Providers/Mistral.md)
- [Groq](Providers/Groq.md)
- [Cohere](Providers/Cohere.md)
- [Together AI](Providers/TogetherAI.md)

## Transformer & Foundation Model Libraries

- [Transformers](FoundationModels/Transformers.md)
- [Diffusers](FoundationModels/Diffusers.md)
- [Tokenizers](FoundationModels/Tokenizers.md)
- [Sentence Transformers](FoundationModels/SentenceTransformers.md)
- [Safetensors](FoundationModels/Safetensors.md)

## Orchestration Frameworks

- [LangChain](Orchestration/LangChain.md)
- [LangGraph](Orchestration/LangGraph.md)
- [LlamaIndex](Orchestration/LlamaIndex.md)
- [DSPy](Orchestration/DSPy.md)
- [Haystack](Orchestration/Haystack.md)

## Agent Frameworks

- [CrewAI](Agents/CrewAI.md)
- [AutoGen](Agents/AutoGen.md)
- [PydanticAI](Agents/PydanticAI.md)
- [OpenAI Agents SDK](Agents/OpenAIAgentsSDK.md)
- [SmolAgents](Agents/SmolAgents.md)
- [Agno](Agents/Agno.md)

## Retrieval-Augmented Generation (RAG)

- [LlamaIndex](RAG/LlamaIndex.md)
- [LangChain RAG](RAG/LangChainRAG.md)
- [Ragas](RAG/Ragas.md)
- [FlashRank](RAG/FlashRank.md)
- [Unstructured](RAG/Unstructured.md)
- [Docling](RAG/Docling.md)
- [MarkItDown](RAG/MarkItDown.md)

## Vector Databases & Search

- [Chroma](VectorDB/Chroma.md)
- [FAISS](VectorDB/FAISS.md)
- [Pinecone](VectorDB/Pinecone.md)
- [Qdrant](VectorDB/Qdrant.md)
- [Weaviate](VectorDB/Weaviate.md)
- [Milvus](VectorDB/Milvus.md)

## Embeddings

- [Sentence Transformers](Embeddings/SentenceTransformers.md)
- [FastEmbed](Embeddings/FastEmbed.md)
- [FlagEmbedding](Embeddings/FlagEmbedding.md)
- [Instructor Embeddings](Embeddings/InstructorEmbeddings.md)

## Local Inference & Serving

- [Transformers](Inference/Transformers.md)
- [vLLM](Inference/vLLM.md)
- [SGLang](Inference/SGLang.md)
- [Ollama](Inference/Ollama.md)
- [Triton Inference Server](Inference/Triton.md)

## Fine-Tuning

- [PEFT](FineTuning/PEFT.md)
- [TRL](FineTuning/TRL.md)
- [Unsloth](FineTuning/Unsloth.md)
- [Axolotl](FineTuning/Axolotl.md)
- [DeepSpeed](FineTuning/DeepSpeed.md)
- [bitsandbytes](FineTuning/BitsAndBytes.md)

## Structured Outputs & Validation

- [Pydantic](StructuredOutputs/Pydantic.md)
- [Instructor](StructuredOutputs/Instructor.md)
- [Outlines](StructuredOutputs/Outlines.md)

## Evaluation & Testing

- [LangSmith](Evaluation/LangSmith.md)
- [DeepEval](Evaluation/DeepEval.md)
- [Ragas](Evaluation/Ragas.md)
- [TruLens](Evaluation/TruLens.md)

## Observability & Monitoring

- [Arize Phoenix](Observability/ArizePhoenix.md)
- [OpenTelemetry](Observability/OpenTelemetry.md)
- [Weights & Biases](Observability/WandB.md)
- [MLflow](Observability/MLflow.md)

## Multimodal AI

- [Diffusers](Multimodal/Diffusers.md)
- [Whisper](Multimodal/Whisper.md)
- [OpenCV](Multimodal/OpenCV.md)
- [Pillow](Multimodal/Pillow.md)
- [Coqui TTS](Multimodal/CoquiTTS.md)

## API & Application Development

- [FastAPI](Applications/FastAPI.md)
- [Flask](Applications/Flask.md)
- [Gradio](Applications/Gradio.md)
- [Streamlit](Applications/Streamlit.md)

## Model Context Protocol (MCP)

- [MCP Python SDK](MCP/MCPPythonSDK.md)
- [FastMCP](MCP/FastMCP.md)

## Research Papers

- [GenAI](Research.md)

---

# Reference

| **Library**              | **Languages**         | **Docs**                                      | **GitHub**                                                                 | **Primary Use Case**      |
|--------------------------|-----------------------|-----------------------------------------------|----------------------------------------------------------------------------|---------------------------|
| **PyTorch**              | 🏷️`Python` `C++`     | [Docs](https://pytorch.org)                   | [GitHub](https://github.com/pytorch/pytorch)                               | Deep Learning |
| **TensorFlow**           | 🏷️`Python` `C++`     | [Docs](https://tensorflow.org)                | [GitHub](https://github.com/tensorflow/tensorflow)                         | Deep Learning |
| **Transformers**         | 🏷️`Python`           | [Docs](https://huggingface.co/docs/transformers) | [GitHub](https://github.com/huggingface/transformers)                    | LLM Development |
| **Diffusers**            | 🏷️`Python`           | [Docs](https://huggingface.co/docs/diffusers) | [GitHub](https://github.com/huggingface/diffusers)                         | Image Generation |
| **LangChain**            | 🏷️`Python`           | [Docs](https://docs.langchain.com)            | [GitHub](https://github.com/langchain-ai/langchain)                        | LLM Applications |
| **LangGraph**            | 🏷️`Python`           | [Docs](https://docs.langchain.com/langgraph)  | [GitHub](https://github.com/langchain-ai/langgraph)                        | Agent Workflows |
| **LlamaIndex**           | 🏷️`Python`           | [Docs](https://developers.llamaindex.ai)      | [GitHub](https://github.com/run-llama/llama_index)                         | RAG Applications |
| **CrewAI**               | 🏷️`Python`           | [Docs](https://docs.crewai.com)               | [GitHub](https://github.com/crewAIInc/crewAI)                              | Multi-Agent Systems |
| **AutoGen**              | 🏷️`Python`           | [Docs](https://microsoft.github.io/autogen)   | [GitHub](https://github.com/microsoft/autogen)                             | AI Agents |
| **PydanticAI**           | 🏷️`Python`           | [Docs](https://ai.pydantic.dev)               | [GitHub](https://github.com/pydantic/pydantic-ai)                          | Typed Agents |
| **OpenAI Agents SDK**    | 🏷️`Python`           | [Docs](https://openai.github.io/openai-agents-python) | [GitHub](https://github.com/openai/openai-agents-python)              | Agent Development |
| **Sentence Transformers**| 🏷️`Python`           | [Docs](https://www.sbert.net)                 | [GitHub](https://github.com/UKPLab/sentence-transformers)                  | Embeddings |
| **FAISS**                | 🏷️`Python` `C++`     | [Docs](https://faiss.ai)                      | [GitHub](https://github.com/facebookresearch/faiss)                        | Vector Search |
| **Chroma**               | 🏷️`Python`           | [Docs](https://docs.trychroma.com)            | [GitHub](https://github.com/chroma-core/chroma)                            | Vector Database |
| **Qdrant**               | 🏷️`Python`           | [Docs](https://qdrant.tech/documentation)     | [GitHub](https://github.com/qdrant/qdrant)                                 | Vector Search |
| **Pinecone**             | 🏷️`Python`           | [Docs](https://docs.pinecone.io)              | [GitHub](https://github.com/pinecone-io/pinecone-python-client)            | Managed Vector DB |
| **vLLM**                 | 🏷️`Python`           | [Docs](https://docs.vllm.ai)                  | [GitHub](https://github.com/vllm-project/vllm)                             | High-Speed Inference |
| **SGLang**               | 🏷️`Python`           | [Docs](https://docs.sglang.ai)                | [GitHub](https://github.com/sgl-project/sglang)                            | Fast LLM Serving |
| **PEFT**                 | 🏷️`Python`           | [Docs](https://huggingface.co/docs/peft)      | [GitHub](https://github.com/huggingface/peft)                              | LoRA Fine-Tuning |
| **TRL**                  | 🏷️`Python`           | [Docs](https://huggingface.co/docs/trl)       | [GitHub](https://github.com/huggingface/trl)                               | RLHF/DPO |
| **Unsloth**              | 🏷️`Python`           | [Docs](https://docs.unsloth.ai)               | [GitHub](https://github.com/unslothai/unsloth)                             | Fast Fine-Tuning |
| **DeepSpeed**            | 🏷️`Python`           | [Docs](https://www.deepspeed.ai)              | [GitHub](https://github.com/microsoft/DeepSpeed)                           | Distributed Training |
| **FastAPI**              | 🏷️`Python`           | [Docs](https://fastapi.tiangolo.com)          | [GitHub](https://github.com/tiangolo/fastapi)                              | AI APIs |
| **Streamlit**            | 🏷️`Python`           | [Docs](https://docs.streamlit.io)             | [GitHub](https://github.com/streamlit/streamlit)                           | AI Web Apps |
| **Gradio**               | 🏷️`Python`           | [Docs](https://www.gradio.app)                | [GitHub](https://github.com/gradio-app/gradio)                             | AI Demos |
| **MLflow**               | 🏷️`Python`           | [Docs](https://mlflow.org)                    | [GitHub](https://github.com/mlflow/mlflow)                                 | Experiment Tracking |
| **LangSmith**            | 🏷️`Python`           | [Docs](https://www.langchain.com/langsmith)   | [GitHub](https://github.com/langchain-ai/langsmith-sdk)                    | LLM Evaluation |
| **DeepEval**             | 🏷️`Python`           | [Docs](https://deepeval.com)                  | [GitHub](https://github.com/confident-ai/deepeval)                         | AI Testing |
| **Ragas**                | 🏷️`Python`           | [Docs](https://docs.ragas.io)                 | [GitHub](https://github.com/explodinggradients/ragas)                      | RAG Evaluation |
| **Docling**              | 🏷️`Python`           | [Docs](https://docling-project.github.io/docling) | [GitHub](https://github.com/docling-project/docling)                    | Document Processing |
| **MarkItDown**           | 🏷️`Python`           | [Docs](https://github.com/microsoft/markitdown) | [GitHub](https://github.com/microsoft/markitdown)                        | Document Conversion |
| **Whisper**              | 🏷️`Python`           | [Docs](https://github.com/openai/whisper)     | [GitHub](https://github.com/openai/whisper)                                | Speech Recognition |
| **OpenCV**               | 🏷️`Python` `C++`     | [Docs](https://opencv.org)                    | [GitHub](https://github.com/opencv/opencv)                                 | Computer Vision |

---

# Installation

Clone the repository:

```bash
git clone https://github.com/ARUNAGIRINATHAN-K/genai-quick-picks.git
cd genai-quick-picks
```

---

# Changelog

See [CHANGELOG.md](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](LICENSE) file for details.

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