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A curated list of 100+ resources for building and deploying generative AI specifically focusing on helping you become a Generative AI Data Scientist with LLMs

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Curated Python AI, Data Science, and ML CompilationsData Science And AI AgentsCoding AgentsDeep Research AgentsAI Frameworks (Build Your Own)AI Frameworks (Drag and Drop)LLM ProvidersOpen Source LLM ModelsLangChain EcosystemLangGraph ExtensionsHuggingface EcosystemVector Databases (RAG)PretrainingFine-tuningTesting and Monitoring (Observability)Document ParsingWeb Parsing (HTML) and Web CrawlingAgents and Tools (Build Your Own)Agents and Tools (Prebuilt)LLM MemoryLLMOpsCode Sandbox (Security)Browser Control AgentsPrompt ImprovementOtherCurated AI, ML, Data Science ListsEllmer-VersemlverseOther Popular Interfaces to LLM Models in RRAG in RBuilding AIAmazon Web Services (AWS)Microsoft AzureGoogle Cloud Platform (GCP)NVIDIAFree TrainingPaid Courses

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What's inside

Paid Courses

Other

  • AdalFlow

    The library to build & auto-optimize LLM applications, from Chatbot, RAG, to Agent by SylphAI.

  • AI Agent Service Toolkit

    Full toolkit for running an AI agent service built with LangGraph, FastAPI, and Streamlit.

  • AI Suite

    Simple, unified interface to multiple Generative AI providers.

  • Distributed Llama

    Connect home devices into a powerful cluster to accelerate LLM inference.

  • dspy

    DSPy: The framework for programming—not prompting—foundation models.

  • LiteLLM

    Python SDK, Proxy Server (LLM Gateway) to call 100+ LLM APIs in OpenAI format.

AI Frameworks (Build Your Own)

  • Agency Swarm

    An open-source agent orchestration framework built on top of the latest OpenAI Assistants API.

  • AutoAgent

    A fully-automated and highly self-developing framework that enables users to create and deploy LLM agents through natural language alone.

  • AutoGen

    Microsoft's programming framework for agentic AI.

  • ControlFlow

    Prefect's Python framework for building agentic AI workflows.

  • CrewAI

    Streamline workflows across industries with powerful AI agents.

  • FlatAI

    Frameworkless LLM Agents.

LLMOps

  • Agenta

    Open-source LLMOps platform: prompt playground, prompt management, LLM evaluation, and LLM Observability all in one place.

  • Helicone

    Open-source LLM observability platform for developers to monitor, debug, and improve production-ready applications.

  • LangWatch

    Monitor, Evaluate & Optimize your LLM performance with 1-click. Drag and drop interface for LLMOps platform.

  • LLMOps

    Best practices designed to support your LLMOps initiatives.

  • MLflow

    MLflow Tracing for LLM Observability.

Agents and Tools (Build Your Own)

  • Agentarium

    Open-source framework for creating and managing simulations populated with AI-powered agents. It provides an intuitive platform for designing complex, interactive environments where agents can act, learn, and evolve.

  • AutoGen AgentChat

    Build applications quickly with preset agents.

  • Google Agent Development Kit (ADK)

    An open-source, code-first Python toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control.

  • LangChain Agents

    Build agents with LangChain.

  • LangChain Tools

    Integrate Tools (Function Calling) with LangChain.

  • smolagents

    The simplest framework out there to build powerful agents.

Agents and Tools (Prebuilt)

  • Agno (Formerly Phidata)

    An open-source platform to build, ship and monitor agentic systems.

  • Composio

    Integration Platform for AI Agents & LLMs (works with LangChain, CrewAI, etc).

LangGraph Extensions

  • AI Data Science Team

    An AI-powered data science team of agents to help you perform common data science tasks 10X faster.

  • LangChain MCP Adapters

    Provides a lightweight wrapper that makes Anthropic Model Context Protocol (MCP) tools compatible with LangChain and LangGraph.

  • LangGraph Big Tool

    Create LangGraph agents that can access large numbers of tools.

  • LangGraph CodeAct

    This library implements the CodeAct architecture in LangGraph. This architecture is used by Manus.im.

  • LangGraph Prebuilt Agents

    Prebuilt agents for LangGraph (includes 3rd Party LangGraph extensions).

  • LangGraph Reflection

    This prebuilt graph is an agent that uses a reflection-style architecture to check and improve an initial agent's output.

Resources

  • AI Engineering Hub

    Real-world AI agent applications, LLM and RAG tutorials, with examples to implement.

  • AI Financial Agent

    A financial agent for investment research.

  • AI Hedge Fund

    Proof of concept for an AI-powered hedge fund.

  • 🚀 Awesome LLM Apps

    LLM RAG AI Apps with Step-By-Step Tutorials.

  • Nir Diamant GenAI Agents Hub

    Tutorials and implementations for various Generative AI Agent techniques, from basic to advanced. A comprehensive guide for building intelligent, interactive AI systems.

  • StockChat

    An open-source alternative to Perplexity Finance.

Showing a sample of 171 resources. View the full list on GitHub →