🤖 AI/ML Resources

Curated collection of AI/ML resources and tools to jumpstart your artificial intelligence and machine learning journey. Explore tutorials, datasets, libraries, and more!

PRs with additional resources or suggestions are much welcome!

Resources 📕

Learning Resources 📚

• Neural Networks: Zero to Hero - From Andrej Karpathy, former Director of AI at Tesla and now at OpenAI.

• Full Stack LLM Bootcamp - From the creators of the Full Stack Deep Learning course and book.

• All about LLMs - A gist with great curated learning resources.

• Transformers - Introduction to Transformers with Andrej Karpathy.

• The Illustrated Transformer - A great visual explanation of the Transformer architecture.

• How ChatGPT really works - A great initial explanation of how ChatGPT works.

• ChatGPT Prompt Engineering for Developers! - Great course by OpenAI employees.

• Learn Prompting - Another great course (text-based) about prompting.

• Prompt Engineering Guide - Guides, papers, lectures, and resources for prompt engineering.

• Prompt Engineering - Great post from Lilian Weng, Head of Applied AI Research at OpenAI.

• MLOps Guide - A guide on MLOps.

• MLOps Zoomcamp - A great course on MLOps.

• Gandalf - A fun way to learn about prompt injection.

• Practical Deep Learning - A course designed for people with some coding experience who want to learn how to apply deep learning and machine learning to practical problems.

• Let's build GPT - From Andrej Karpathy, Let's build GPT: from scratch, in code, spelled out.

• AI Canon - A great curated list of resources to get smarter about modern AI.

• Generative AI Learning Path - This learning path guides you through curated content on Generative AI products and technologies.

• Rules of Machine Learning - Intended to help those with a basic knowledge of machine learning get the benefit of Google's best practices.

• AI Companion App - A tutorial stack to create and host AI companions that you can chat with on a browser or text via SMS.

• Microsoft AI Lab - AI Lab helps a large, fast-growing community of developers get started on AI.

• ML Course Notes - A place to collaborate and share lecture notes on all topics related to machine learning, NLP, and AI.

• Generative AI for Beginners - A 12-lesson course teaching everything you need to know to start building Generative AI applications.

• ML YouTube Courses - An index of some of the best and most recent machine learning courses available on YouTube.

• ML Papers Explained - Explanations of key concepts in machine learning.

• LLM Course - A course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.

• Open LLMs - A list of open LLMs available for commercial use with their context lengths and licenses.

• Awesome ChatGPT Prompts - A collection of prompt examples to be used with ChatGPT and other LLMs.

• Hugging Face Course - Learn how to apply Transformers to various tasks in natural language processing and beyond.

• Andrew Ng’s Machine Learning - A foundational course on machine learning.

• Machine Learning Roadmap - A roadmap connecting important concepts in machine learning.

• Robert Miles AI Safety - YouTube channel about AI safety.

LLMs

• OpenAI LLMs - OpenAI models.

• Hugging Face - The leading open-source AI community. Find trending models, datasets, and spaces.

• Bloom - An open-source multilingual model similar to GPT-3.

• LLaMA - A foundational large language model by Meta.

• Llama 2 - The next generation of Meta's open-source large language model.

• JARVIS - An interface for LLMs to connect numerous AI models.

• Open LLM Leaderboard - Evaluate and rank open-source LLMs.

Modern LLM Models

Commercial Models

• Claude - Anthropic's family of frontier AI systems, known for long context windows and reasoning capabilities.

• Gemini - Google DeepMind's multimodal AI system available in Ultra, Pro, and Nano sizes.

• GPT-4 - OpenAI's most advanced system, with variants including GPT-4o (omni) and GPT-4 Turbo.

Open Source Models

• Llama 3 - Meta's latest open foundation language model family, available in 8B and 70B parameters.

• Mistral - A family of open-source large language models, including Mistral 7B and Mixtral 8x7B.

• Qwen - Alibaba's advanced LLM series with strong multilingual capabilities, available in various sizes.

• DeepSeek - A powerful open-source language model trained on 2T tokens with strong coding capabilities.

• Vicuna-13B - An open-source chatbot fine-tuned from LLaMA.

• Yi - A series of large language models trained from scratch by 01.AI, available in 6B to 34B parameters.

• Phi-3 - Microsoft's small yet powerful models (3.8B and 14B) with strong reasoning capabilities.

• Falcon - Technology Innovation Institute's open-source LLM trained on 1 trillion tokens.

• Orca 2 - Microsoft's smaller models that demonstrate strong reasoning capabilities.

• Guidance - Control modern language models more effectively and efficiently.

• TheBloke on Hugging Face - Compiles the best open-source models in various formats.

• DemoGPT - Create 🦜️🔗 LangChain apps by just using prompts.

• Llama2 Web UI - Run Llama 2 with Gradio web UI on GPU or CPU from anywhere.

• llama.cpp - Run LLaMA model using 4-bit integer quantization on a MacBook and more.

• LocalAI - Drop-in replacement for OpenAI running on consumer-grade hardware. No GPU required.

• LocalAGI - A small virtual assistant you can run locally, powered by LocalAI.

• Ollama - A backend that allows you to run large language models locally.

• KoboldCpp - An easy-to-use AI text-generation software for GGML and GGUF models.

• GPT4All - Open-source large language models that run locally on your CPU and nearly any GPU.

• vLLM - A high-throughput and memory-efficient inference and serving engine for LLMs.

• ExLlama - A fast inference library for running LLMs locally on modern consumer-class GPUs.

• Stable Beluga 2 - A fine-tuned Llama2 70B model.

• Claude - An AI assistant from Anthropic with advanced reasoning and extended context.

Chat and Agents

• ChatGPT - The leading chatbot built on GPT-3.5 and GPT-4.

• Bing Chat - A conversational AI language model powered by Microsoft Bing.

• Open-Assistant - Open-source chat agent that interacts with external sources.

• Auto-GPT - An experimental open-source attempt to make GPT-4 fully autonomous.

• LoopGPT - A modular reimplementation of Auto-GPT.

• ThinkGPT - Implementing Chain-of-Thought reasoning for Large Language Models.

• Transformers Agents - Provides a natural language API on top of transformers.

• MetaGPT - The Multi-Agent Framework: Given one-line requirement, return PRD, design, tasks, repo.

• GPT-Engineer - Specify what you want it to build; the AI asks for clarification and then builds it.

• Khoj - An AI personal assistant for your digital brain.

• Danswer - Open-source enterprise question-answering.

• simpleaichat - Python package for easily interfacing with chat apps.

• RealChar - Create and chat with AI characters.

• ChatGPT AutoExpert - Supercharged Custom Instructions for ChatGPT.

• Bee Agent Framework - Framework for building scalable agentic applications.

• Local AI - A desktop app for local, private, secured AI experimentation.

• Serge - A chat interface crafted with llama.cpp for running GGUF models.

• SillyTavern - A chat UI for interacting with text generation AIs and roleplay characters.

• TavernAI - An atmospheric frontend for chat and story writing.

• Maid - A cross-platform Flutter app for interfacing with GGUF/llama.cpp models locally.

• AgentGPT - Configure and deploy autonomous AI agents.

• SuperAGI - A dev-first open-source autonomous AI agent framework.

• BabyAGI - AI-powered task management system using OpenAI.

• Open Interpreter - Open-source, locally running implementation of OpenAI's Code Interpreter.

• AutoPR - Automated pull request workflow powered by AI.

• Phind - An AI search engine and assistant for programmers.

• Character.AI - Create and chat with AI-powered characters.

• Agent2Agent - Google DeepMind's framework for multi-agent collaboration with LLMs.

AI-Powered IDEs

• Cursor - AI-first code editor based on VSCode with powerful chat, edit, and generation capabilities.

• Windsurf - AI agent-powered IDE that integrates with existing workflows, by Codeium.

• Trae - Adaptive AI IDE that transforms how you work, collaborating with you to run faster.

• Zed - High-performance, multiplayer code editor with AI features.

Development

• LangChain - Framework for developing applications powered by LLMs.

• Pinecone - Long-term memory for models with a vector database.

• Chroma - The open-source alternative to Pinecone.

• Plug-in-Play - Simplify the integration of plugins into open-source LLMs.

• GPTCache - Caching for LLM responses. Useful for cost savings.

• OpenAI Cookbook - A collection of examples and best practices for building with OpenAI.

• GPTCache - Semantic cache to store responses from LLM queries for cost savings.

• Vercel AI SDK - An open source library for building AI-powered user interfaces with React, Svelte, and Vue.

• How to build an agent with LangChain - Great Jupyter notebook from OpenAI.

• Mojo - A new programming language combining Python syntax with systems programming.

• Semantic Kernel - SDK that enables integration of AI LLMs with conventional programming languages.

• Langcorn - API server for serving LangChain models with FastAPI.

• smol developer - Your own personal junior developer :)

• smol plugin - Automatically generate OpenAI plugins by specifying your API in markdown.

• Kor - A thin wrapper on top of LLMs to extract structured data.

• tiktoken - A fast BPE tokenizer used with OpenAI's models.

• OpenAI Function Calling - Standardize LLM output.

• Vercel AI SDK - Build AI-powered applications with React, Svelte, and Vue.

• Code Interpreter API - Open-source implementation of ChatGPT Code Interpreter.

• Unsloth - Framework for fine-tuning Large Language Models.

• Pezzo - Developer-first LLMOps platform to streamline prompt design and version management.

• Lunary - Production toolkit for LLMs focusing on observability and evaluations.

• Ludwig - Low-code framework for building custom AI models.

• Langroid - Lightweight Python framework to build LLM-powered applications.

• LLMware - Unified framework for developing LLM-based application patterns.

• LLM App - Production framework for building and serving AI applications.

• LlamaIndex - A data framework for building LLM applications over external data.

• LMQL - A query language for large language models.

• Haystack - Framework for building NLP applications with language models.

• Prediction Guard - Integrate private, controlled, and compliant LLM functionality.

• Portkey - LLMOps platform to monitor, manage, and improve LLM-based apps.

• OpenRouter - A unified API to access 100+ LLMs from different providers through a single interface.

• Cline - Autonomous coding agent right in your IDE, capable of creating/editing files and executing commands.

Tools

• Vault AI - Tool for uploading documents and asking questions about their content.

• LangFlow - Visual prototyping and experimentation with LangChain.

• Flowise - Visual tool to build your customized LLM flow.

• PentestGPT - A GPT-empowered penetration testing tool 🕵️.

• TypingMind - A better UI for ChatGPT.

• privateGPT - Ask questions to your documents without an internet connection.

• Quivr - Dump all your files and thoughts into your Generative AI second brain and chat with it.

• Stable Diffusion Web UI - A browser interface based on Gradio for Stable Diffusion.

• h2oGPT - Like privateGPT, but with GPU inference supported.

• localGPT - Inspired by privateGPT, using Vicuna-7b and InstructorEmbeddings.

• Promptflow - Create executable flowcharts linking LLMs, prompts, and functions.

• Dify - An open-source LLM app development platform.

• txtai - Semantic search and workflows powered by language models.

• Unofficial OpenAI Status - An in-depth OpenAI status page.

• gpt-prompt-engineer - Generates, tests, and ranks prompts for your task.

• rag-stack - Deploy a private ChatGPT alternative hosted within your VPC.

• AnythingLLM - Open-source ChatGPT equivalent for open and closed-source LLMs.

• DocsGPT - Streamlines finding information in project documentation.

• Dialoqbase - Facilitate the creation of custom chatbots using a knowledge base.

• FastGPT - Knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities.

ChatGPT Extensions

• WebChatGPT - Augment ChatGPT prompts with relevant web results.

• GPT for Sheets and Docs - ChatGPT extension for Google Sheets and Docs.

• YouTube Summary with ChatGPT - Summarize YouTube videos with ChatGPT.

• ChatGPT Prompt Genius - Discover and share the best prompts for ChatGPT.

• ChatGPT for Search Engines - Display ChatGPT responses alongside search results.

Code Assistants

• Refact - Open-source AI coding assistant with code completion and chat.

• Draw a UI - Draw a mockup and generate HTML using AI.

• Continue - Open-source autopilot for VS Code and JetBrains.

• Sweep AI - AI junior developer that turns bugs and requests into code changes.

• Cody - Free, open-source AI coding assistant for code completion and Q&A.

• Aider - Pair program with GPT-3.5/GPT-4 to edit code in your git repo.

• AutoPR - Automated pull request workflow powered by AI.

• bloop - ChatGPT for your codebase; search and generate patches.

• GitHub Copilot - Uses OpenAI Codex to suggest code and functions.

• Ghostwriter - AI-powered pair programmer by Replit.

• Amazon CodeWhisperer - Build applications faster with ML-powered coding companion.

• MutableAI - AI-accelerated software development.

• GPT-Code UI - Open-source implementation of ChatGPT Code Interpreter.

Vector Databases

• Weaviate - An open-source vector database that's robust and scalable.

• Milvus - Open-source vector database for embedding similarity search.

• Qdrant - Vector similarity search engine and database.

• Deep Lake - Database for AI optimized for deep-learning applications.

• Chroma - Open-source embedding database for AI applications.

• LanceDB - Developer-friendly vector database for AI applications.

Stable Diffusion

• Stable Diffusion Web UI - Browser interface for Stable Diffusion.

• Midjourney - Independent research lab exploring new mediums of thought.

• InvokeAI - Creative engine for Stable Diffusion models.

• ComfyUI - Powerful and modular Stable Diffusion GUI and backend.

• Lama Cleaner - Image inpainting tool powered by SOTA AI models.

• ControlNet - Neural network structure to control diffusion models by adding extra conditions.

• Stable Diffusion XL - Stability AI's advanced text-to-image model with improved quality and features.

Audio Generation

AI Voice Cloning

• Eleven Labs - AI voice generator with lifelike voices.

• Resemble AI - AI voice generator and voice cloning for text-to-speech.

• Murf AI - Create voiceovers with lifelike AI voices.

• Bark - Transformer-based text-to-audio model. #opensource

• AudioCraft - A library for audio processing and generation with deep learning, including MusicGen for music generation.

• Whisper - OpenAI's robust speech recognition model for transcription and translation.

Music Generation

• Harmonai - Open-source generative audio tools for music production.

• Mubert - Royalty-free music ecosystem powered by AI.

• MusicLM - Google's model for generating high-fidelity music from text.

Marketing AI Tools

• Jasper AI - AI-powered tool for generating marketing content like blogs, emails, and ad copy.

• Mutiny - Personalization platform to improve website conversions using AI.

• Clearbit - Lead enrichment and data intelligence platform.

• Adzooma - AI-powered PPC campaign management platform.

• Phrasee - AI tool that generates optimized marketing copy.

• Rupert AI - AI tools for designers and marketers.

• Persuva - AI-driven platform to create persuasive, high-converting ad copy at scale.

Other

• PromptBase - Marketplace for buying and selling quality prompts for AI models.

• Have I Been Trained? - Check if your image has been used to train AI art models.

• GummySearch - AI-based customer research via Reddit.

• Taplio - AI-powered LinkedIn tool.

• PromptPal - Search for prompts and bots, then use them with your favorite AI.

• Code to Flow - Visualize code logic as flowcharts using AI.

• AI-Flow - Connect multiple AI models easily.

• Architecture Helper - Analyze building architecture and generate custom styles.

• LM Studio - Discover, download, and run local LLMs with a desktop app.

• Ollama - Run, create, and share large language models locally.

• Jan - Open-source ChatGPT alternative that runs 100% offline on your computer.

• PrivateGPT - Interact privately with your documents using the power of LLMs, 100% privately, no data leaves your execution environment.

• LocalAI - Self-hosted, community-driven, local OpenAI-compatible API.