filipecalegario/awesome-generative-ai

Awesome Generative AI

A curated list of Generative AI projects, tools, artworks, and models

• Generative AI Area
• Generative AI history, timelines, maps, and definitions
• Ethics, Philosophical questions and Discussions about Generative AI
• Critical Views about Generative AI
• Generative AI Processes and Artifacts
• Generative AI Tools Directories
• Courses and Educational Materials
• Human-AI Interaction
• Papers Collection
• Online Tools and Applications
• Code and Programming
• Vibe Coding
• AI-Powered Code Generation
• Text
• Everything to Markdown to LLMs
• Small Language Models
• Large Language Models (LLMs)
• Model Context Protocol
• Programming Frameworks for LLMs
• Prompt Engineering
• Prompt Optimizers
• Prompt Engineering for Text-to-text
• Prompt Engineering for Text-to-image
• Mamba
• Running LLMs Locally
• Function Calling
• GPTs and Assistant API
• Retrieval-Augmented Generation (RAG)
• Embeddings and Semantic Search
• Autonomous LLM Agents
• Multi-agents
• LLM Evaluation
• LLMOps
• AI Engineering
• Attacks on LLMs
• LangChain
• ChatGPT
• Text-related Generative Tools
• Research AI Tools
• AI Tools for Research
• AI Tools for Searching
• Image
• Image Synthesis
• Inbox: Stable Diffusion
• Stable Diffusion Deployed Web Tools
• Web UI for Stable Diffusion via Google Colab
• References Collection about Stable Diffusion
• Hypertechniques
• ControlNet
• Textual Inversion
• DreamBooth
• Deforum
• Creative Uses of Generative AI Image Synthesis Tools
• Image Upscaling
• Image Restoration
• Image Segmentation
• Video and Animation
• Audio and Music
• Speech
• Text-to-speech (TTS) and avatars
• Podcast generators
• Speech-to-text (STT) and spoken content analysis
• Games
• Multimodal
• Multimodal Embedding Space
• Datasets
• Misc
• AI and Education
• People and works
• Interesting Twitter Accounts
• Interesting Instagram Accounts, Posts and Reels
• Interesting Youtube Channels
• Interesting GitHub Repositories
• Artists and Artworks
• Galleries
• Related Awesome Lists
• Bio experiments
• Jobs in Generative AI
• Improving Google Colab experience
• Auxiliary tools and concepts
• Dimension reduction techniques
• Roadmaps, Tracks, Rails
• Stargazers over time
• Contribute
• License

Repository Introduction

Welcome to our Awesome List of Generative AI resources! This repository is a curated collection of references in the dynamic field of Generative AI, equipped with various sources such as academic papers, technical articles, online courses, tutorials, and software.

Structure

1. Sections: Each section represents a different Generative AI-related category (e.g., LLMs, prompt engineering, image synthesis, educational resources, etc.). The Inboxes are the more general references of a category. When a new category emerges, it becomes a specific subsection.

2. References within sections: Inside each section, references are listed in reverse chronological order, with the most recent one at the top. This order signifies the ever-evolving landscape of Generative AI, keeping you up-to-date with the latest developments.

This repository is designed to offer you the most recent advancements at your fingertips, allowing you to explore the depth of older resources at your own pace. It's regularly updated, ensuring you're always on track with the rapidly progressing world of Generative AI.

Contribute to our Repository

Your contributions are welcome and greatly appreciated! If you have a valuable resource that you believe should be on this list, or if you see any outdated information, please make a Pull Request. This will help us maintain the quality and relevance of our Awesome List.

Follow this roadmap, keep learning, and enjoy your journey through Generative AI!

Generative AI Area

Generative AI history, timelines, maps, and definitions

• AI Timeline
• Agents Marketplace
• [🔥] 2024 AI Timeline: a Hugging Face Space by reach-vb
• Cartography of generative AI: "What set of extractions, agencies, and resources allow us to converse online with a text-generating tool or to obtain images in a matter of seconds?"
• The Rise of Generative AI Large Language Models (LLMs): interactive timeline visualization made by Information Is Beautiful
• The AI Timeline (@TheAITimeline) / X
• Generative AI for Beginners: Part 1 — Introduction to AI | by Raja Gupta | Medium
• [Artificial Intelligence Learning Roadmap [AI Roadmap] 2024](https://www.mltut.com/artificial-intelligence-learning-roadmap/)
• A Brief History of Generative AI - DATAVERSITY
• A Simple Guide To The History Of Generative AI | Bernard Marr
• Generative AI Timeline from January 2023 to July 2023
• The rise of generative AI: A timeline of triumphs, hiccups and hype | CIO Dive
• Brief History In Time: Decoding the Evolution of Generative AI | LinkedIn
• [🔥🔥🔥] FirstMark | 2024 MAD (ML/AI/Data) Landscape: Full Steam Ahead The 2024 MAD (Machine Learning, AI & Data) Landscape
• Timeline of AI forecasts - AI Digest
• Generative AI Iceberg
• [🔥🔥🔥] Generative AI in a nutshell: a map with the most common Generative AI' concepts by Henrik Kniberg Youtube Video explaining the map
• 60+ Generative AI Terms You Must Know By Heart: by Analytics Vidhya
• The Four Wars of the AI Stack (Dec 2023 Recap): "recap of top items for the AI Engineer from Dec 2023" ("The Data Wars, The War of the GPU Rich/Poor, The Multimodality War, The RAG/Ops War")
• GenAI Prism Infographic by Brian Solis: A Framework for Collaborating with Generative AI
• LLM Visualization
• [[2310.04438] A Brief History of Prompt: Leveraging Language Models](https://arxiv.org/abs/2310.04438): the paper presents an exploration of the evolution of prompt engineering. The author, Golam Md Muktadir, extensively used ChatGPT for content generation
• An AI Engineer’s Guide to Machine Learning and Generative AI | by ai geek (wishesh) | Oct, 2023 | Medium
• Emerging Trends in Generative AI Research: A Selection of Recent Papers
• The architecture of today's LLM applications - The GitHub Blog
• [🔥🔥🔥] [[2310.07127] An HCI-Centric Survey and Taxonomy of Human-Generative-AI Interactions](https://arxiv.org/abs/2310.07127): "a survey of 154 papers, providing a novel taxonomy and analysis of Human-GenAI Interactions from both human and Gen-AI perspectives".
• The Building Blocks of Generative AI | by Jonathan Shriftman | Medium
• [🔥] Generative AI exists because of the transformer: a visual story by Financial Times
• Early days of AI - by Elad Gil: thoughts about AI as "an entirely new era and discontinuity from the past"
• The Next Token of Progress: 4 Unlocks on the Generative AI Horizon | Andreessen Horowitz
• [[2309.07930] Generative AI](https://arxiv.org/abs/2309.07930): discusses a model-, system-, and application-level view on generative AI.
• The state of AI in 2023: Generative AI’s breakout year | McKinsey
• A jargon-free explanation of how AI large language models work | Ars Technica
• The Generative AI Revolution: Exploring the Current Landscape | by Towards AI Editorial Team | Jun, 2023 | Towards AI
• The Story of AI Winters and What it Teaches Us Today
• There Would Have Been No LLMs Without This (episode#3 in the History series): timeline of LLMs by Turing Post
• The Next Token of Progress: 4 Unlocks on the Generative AI Horizon | Andreessen Horowitz: critical innovations on the horizon: steering, memory, ability to use tools, and multimodality
• The economic potential of generative AI: The next productivity frontier: report by McKinsey Jun 2023
• A survey of Generative AI Applications | arxiv: "this survey aims to serve as a valuable resource for researchers and practitioners to navigate the rapidly expanding landscape of generative AI"
• Paper Digest - ChatGPT: Recent Papers on ChatGPT
• AI Index Report 2023 – Artificial Intelligence Index: report that measures trends in AI written by the Human-Centered Artificial Intelligence from Stanford University
• A Survey of Large Language Models: paper that summarizes the evolution of language models, with a focus on LLMs, discussing their advances, techniques, and impact on AI development and usage
• The Generative AI Timeline: post in Linkedin by David Foster
• Who Owns the Generative AI Platform? | Andreessen Horowitz: this article discusses the generative AI market and presents an interesting technology stack of the area
• A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPT | arxiv
• [🔥🔥] Toward General Design Principles for Generative AI Applications: this paper presents a set of seven principles for the design of generative AI applications
• [🔥] The landscape of generative AI landscape reports | by Ramsri Goutham | Jan, 2023 | Medium: a meta report on the reports published by 9 venture capital firms
• Generative AI with Cohere: Part 1 - Model Prompting: overview of Generative AI by Cohere AI
• Generative AI with Cohere: Part 2 - Use Case Ideation: a list of Generative AI use cases by Cohere AI
• Large Language Models and Where to Use Them: Part 1: a list of LLM use cases by Cohere AI
• Large Language Models and Where to Use Them: Part 2
• What's the big deal with Generative AI? Is it the future or the present?: summarization of the area of Generative AI by Cohere AI
• Timeline of AI and language models: LLM timeline organized by Dr Alan D. Thompson from Life Architect
• A Comprehensive Survey on Pretrained Foundation Models: A History from BERT to ChatGPT | arxiv
• A Review of Generative AI from Historical Perspectives: paper by Dipankar Dasgupta, Deepak Venugopal and Kishor Datta Gupta
• Matt Shumer on Twitter: "The definitive AI market map Twitter thread": "The definitive AI market map Twitter thread"
• [🔥] Base11 Research - generative-ai: report about Generative AI produced by the investment firm Base10
• Engines of Wow: AI Art Comes of Age – Steve Murch
• AI exploded on the scene at the end of 2022 / Twitter: categories for analyzing tools of Generative AI
• [🔥🔥🔥] Mapping the Generative AI landscape | Antler
• [🔥🔥🔥] AI Timeline: A history of text-to-image ML models by Fabian Mosele
• AI-Generated Art: From Text to Images & Beyond Examples
• 1 week of Stable Diffusion | multimodal.art

Ethics, Philosophical questions and Discussions about Generative AI

• 🔭 The Einstein AI model
• Machines of Loving Grace - How AI Could Transform the World for the Better by Dario Amodei
• The Five Stages Of AI Grief - NOEMA
• Generative AI Ethics: 8 Biggest Concerns and Risks
• Automated Social Science: Language Models as Scientist and Subjects | NBER
• It’s time to retire the term “user”: the proliferation of AI means we need a new word
• Understanding how personality traits, experiences, and attitudes shape negative bias toward AI-generated artworks | Scientific Reports
• Tracking AI: Monitoring Bias in Artificial Intelligence Chatbots
• Will AI’s Next Wave of Super Intelligence Replace Human Ingenuity? It’s Complicated - Grit Daily News
• Who is Afraid of Frankenstein? And of Generative AI? | Fast Company Brasil [PT-BR]
• Hito Steyerl, Mean Images, NLR 140/141, March–June 2023
• The copyright conundrum of AI art - The Verge
• Recommendations for the advancement of artificial intelligence in Brazil – ABC [PT-BR]
• We must stop AI replicating the problems of surveillance capitalism
• Artificial Intelligence at the Service of Collective Intelligence
• New Training Method Helps AI Generalize like People Do - Scientific American
• [[2310.01405] Representation Engineering: A Top-Down Approach to AI Transparency](https://arxiv.org/abs/2310.01405): "an approach to enhancing the transparency of AI systems that draws on insights from cognitive neuroscience"
• Generative AI Resources for Berkeley Law Faculty & Staff - Berkeley Law
• Licensing is neither feasible nor effective for addressing AI risks
• Generative AI companies must publish transparency reports
• Does ChatGPT have a liberal bias?
• More human than human: measuring ChatGPT political bias | Public Choice
• Redefining Bias: The Human Prejudice Against AI | Medium
• AI Art and its Impact on Artists: paper published in the Proceedings of the 2023 AAAI/ACM Conference on AI, Ethics, and Society
• The Age of AI has begun | Bill Gates
• The AIKEA Effect: by Artur Piszek
• Ethics of Artificial Intelligence: Case Studies and Options for Addressing Ethical Challenges | SpringerLink
• Embracing change and resetting expectations | Microsoft Unlocked: text by Terence Tao
• Art and the science of generative AI | Science
• Where AI evolves from here
• The Age of AI has begun: notes by Bill Gates
• GPTs are GPTs: An Early Look at the Labor Market Impact Potential of Large Language Models: OpenAI's paper that discusses the possible implications of GPTs on the U.S. labor market
• Why generative AI scares artists but not content writers
• Cultures in AI/AI in Culture: NeurIPS 2022 Workshop webpage
• AI Data Laundering - Waxy.org: How Academic and Nonprofit Researchers Shield Tech Companies from Accountability
• [🔥🔥🔥] (1232) The End of Art: An Argument Against Image AIs - YouTube: video essay by Steven Zapata
• [🔥🔥🔥] The End of Art: An Argument Against Image AIs (Public) - Google Docs: transcript of the video essay by Steven Zapata
• [🔥🔥🔥] Generative AI: A Creative New World | Sequoia Capital US/Europe: report by Sequoia Capital about the possible applications of Generative AI
• Synthetic Creativity - by Cavin - Deep Markets
• Our Vision for the Future of Synthetic Media | by Victor Riparbelli | Medium
• Deep Else: A Critical Framework for AI Art
• How Photography Became An Art Form | Aaron Hertzmann’s blog
• Can Computers Create Art? by Aaron Hertzmann: 2018's essay published on the Arts Journal
• Text Is the Universal Interface - Scale
• This artist is dominating AI-generated art. And he’s not happy about it. | MIT Technology Review
• The REAL fight over AI art: StableDiffusion | Reddit
• Rutkowski battling AI art overlord | Reddit
• Instead of mining cryptocoins with GPUs, are we now mining art? | Reddit
• [Using AI to create art is NOT art! | Reddit : ArtistLounge](https://www.reddit.com/r/ArtistLounge/comments/xczk89/using_ai_to_create_art_is_not_art