awesome-generative-ai

Generative AI reference

A curated collection of resources for Generative AI development

A curated list of Generative AI tools, works, models, and references

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Generative AI Area / Generative AI history, timelines, maps, and definitions

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
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
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 : 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 [🔥🔥🔥] : "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 : 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

Generative AI Area / Ethics, Philosophical questions and Discussions about Generative AI

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 : "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
Appreciating the Poetic Misunderstandings of A.I. Art | The New Yorker

Generative AI Area / Critical Views about Generative AI

I am tired of AI | On Test Automation
Critique of Generative AI Can Harm Learning Study Design  by Steffi Tan, Vaikunthan Rajaratnam :: SSRN
Generative AI Can Harm Learning by Hamsa Bastani, Osbert Bastani, Alp Sungu, Haosen Ge, Özge Kabakcı, Rei Mariman :: SSRN
I Taught for Most of My Career. I Quit Because of ChatGPT | TIME
AI Risks that Could Lead to Catastrophe | CAIS
The AI Risk Repository
[2406.17864] AI Risk Categorization Decoded (AIR 2024) : From Government Regulations to Corporate Policies
"AI for Good" Campaigns Are the Wrong Approach - IEEE Spectrum
Generative AI is not the panacea we’ve been promised | Eric Siegel for Big Think+ - YouTube
Thoughts on GenAI by James Gosling
Automated Social Science: Language Models as Scientist and Subjects | NBER
When Will the GenAI Bubble Burst? - by Gary Marcus
Nightshade, the tool that ‘poisons’ data, gives artists a fighting chance against AI | TechCrunch
How AI Fails Us | Edmond & Lily Safra Center for Ethics
Generative AI Has a Visual Plagiarism Problem - IEEE Spectrum : "Experiments with Midjourney and DALL-E 3 show a copyright minefield"
[2308.03762] GPT-4 Can't Reason : "despite the genuinely impressive improvement, there are good reasons to be highly skeptical of GPT-4's ability to reason"
Risk and Harm: Unpacking Ideologies in the AI Discourse | Proceedings of the 5th International Conference on Conversational User Interfaces
[2305.18654] Faith and Fate: Limits of Transformers on Compositionality
[2210.02667] A Human Rights-Based Approach to Responsible AI
On the Dangers of Stochastic Parrots | Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency
This new data poisoning tool lets artists fight back against generative AI | MIT Technology Review
The Short-Term Effects of Generative Artificial Intelligence on Employment: Evidence from an Online Labor Market by Xiang Hui, Oren Reshef, Luofeng Zhou :: SSRN
AI in Education Group Meeting Notes - Google Docs
Syllabi Policies for AI Generative Tools - Google Docs
Five takeaways from UK’s AI safety summit at Bletchley Park | Artificial intelligence (AI) | The Guardian
Frontier AI: capabilities and risks – discussion paper - GOV.UK
AI Safety Summit Policy Updates | AISS 2023
Responsible enterprise decisions with knowledge-enriched generative AI | Deloitte Netherlands
[2310.13149] Understanding Generative AI in Art: An Interview Study with Artists on G-AI from an HCI Perspective
[2309.12338] Artificial Intelligence and Aesthetic Judgment : "as generative AI influences contemporary aesthetic judgment we outline some of the pitfalls and traps in attempting to scrutinize what AI generated media means"
AI Worship | Marginal REVOLUTION
Artificial intelligence technology behind ChatGPT was built in Iowa — with a lot of water | AP News
ChatGPT is fun, but not an author | Science
Behind the AI boom, an army of overseas workers in ‘digital sweatshops’ | The Washington Post : Scale AI’s Remotasks workers in the Philippines cry foul over low pay
It’s Not Intelligent If It Always Halts: A Critical Perspective on Current Approaches to AGI | Life Is Computation
The human costs of the AI boom | TechCrunch
AI Scams, Spam, Hacking, Are Ruining the Internet
The ChatGPT revolution is another tech fantasy
Why AI Will Save the World | Andreessen Horowitz
Hollywood studios proposed AI contract that would give them likeness rights ‘for the rest of eternity’ - The Verge
The shady world of Brave selling copyrighted data for AI training
Inside the AI Factory: the humans that make tech seem human - The Verge
Why transformative artificial intelligence is really, really hard to achieve
AI and the automation of work — Benedict Evans
Yuval Noah Harari argues that AI has hacked the operating system of human civilisation
Generative AI Takes Stereotypes and Bias From Bad to Worse
Governance of superintelligence by OpenAI
AIAAIC - AIAAIC Repository : "The independent, open, public interest resource detailing incidents and controversies driven by and relating to artificial intelligence, algorithms, and automation"
Just Calm Down About GPT-4 Already - IEEE Spectrum
Pause Giant AI Experiments: An Open Letter - Future of Life Institute
"OpenAI released plugins for ChatGPT" : tweet from with a list of reflections about the impact of ChatGPT plugins
Is a socially fair Artificial Intelligence possible? | Uma Inteligência Artificial socialmente justa é possível? : post in Portuguese by H.D. Mabuse
Noam Chomsky on ChatGPT: It's "Basically High-Tech Plagiarism" and "a Way of Avoiding Learning" | Open Culture
Despite Their Feats, Large Language Models Still Haven't Contributed to Linguistics | Towards Data Science
Will ChatGPT Kill the Student Essay? | The Atlantic
What ChatGPT and generative AI mean for science | Nature
ChatGPT Is a Bullshit Generator Waging Class War
Some thoughts about generative AI and the future of education – Mark Carrigan
Educator Considerations for ChatGPT - OpenAI API
Stable Diffusion Frivolous · Because lawsuits based on ignorance deserve a response. : a community response for the "Stable Diffusion litigation"
Stable Diffusion litigation · Joseph Saveri Law Firm & Matthew Butterick
Generative Language Models and Automated Influence Operations: Emerging Threats and Potential Mitigations | OpenAI
Abstracts written by ChatGPT fool scientists
When Machines Change Art | Aaron Hertzmann’s blog
The Dark Risk of Large Language Models | WIRED UK
ChatGPT, DALL-E 2 and the collapse of the creative process
What AI-Generated Art Really Means for Human Creativity | WIRED
Forecasting Potential Misuses of Language Models for Disinformation Campaigns—and How to Reduce Risk
The Dark Side of AI Art: 4 Potential Issues With the Growing Trend
Armed With ChatGPT, Cybercriminals Build Malware And Plot Fake Girl Bots
ChatGPT And The Mass Production Of Office Work - Farsight
The Danger Of ChatGPT Nobody Talks About | by Jacob Ferus | Dec, 2022 | Medium
Mind Control in the Metaverse. If we’ve learned anything about… | by Louis Rosenberg | Predict | Dec, 2022 | Medium
The Brilliance and Weirdness of ChatGPT - The New York Times
Como o texto gerado por Inteligência Artificial está envenenando a Internet - MIT Technology Review
O ChatGPT é o momento “Jurassic Park” da inteligência artificial - NeoFeed
Por favor, mais racionalidade e menos frenesi em relação ao chatGPT (Parte 1 de 2) | by Cezar Taurion | Dec, 2022 | Medium
E se estivermos usando uma IA pseudocientífica? - Diogo Cortiz
As limitações da sensação tecnológica de 2023: o ChatGPT | IAgora? | Época NEGÓCIOS
7 Revealing Ways AIs Fail - IEEE Spectrum

Generative AI Area / Generative AI Tools Directories

AI Presentation Makers : In-depth reviews of dozens of AI presentation makers
A.I. Productivity Tools
ToolList.ai : AI Tools Aggregator
Toolify : AI Tools Directory & AI Tools List
LLM Explorer : A Curated LLM List. Explore LLM List of the Open-Source LLM Models
OrbicAI : "The Larget AI Directory, GPT Stores, AWS PartyRocks Apps and Lots of Free AI Tools"
Altern : "Gateway to AI Discoveries"
ainave : "navigate the world of AI with ease", curated AI Tools and AI News
AI Search : Find AI Tools & Apps | Search The Most Complete AI Tools Directory | AI Search
AiSuperSmart Ai Tool Directory : Find Ai Tools According to your Use Cases!
HD Robots : AI tools directory with chatbot assistant
AIForme : AI tools discovery platform with comparison feature
Technologies in LabLab : list of AI tools suggested by for their hackathons
Vondy - Next Generation AI Apps : collection of AI tools organized by tasks
AI Tool Master List : directory maintained by ClickUp
AI Valley : "The Newest AI Tools And Prompts"
AI Finder : repository with more than 1500 AI tools
BestWebbs : "one-stop destination for all AI Tools"
Future Tools - Find The Exact AI Tool For Your Needs : list of AI tools
Futurepedia - The Largest AI Tools Directory | Home : directory of AI tools
There's An AI For That : AI database
AI Depot - Discover New AI Tools : collection of AI tools organized by tags and presented in a card format
Generative AI Database : a database in Notion with types, models, sectors, URLs, and APIs
Altern The place to discover new AI tools and products
The Generative AI Landscape : "a collection of awesome generative AI applications"
The ultimate list of AI tools for creators | Descript : collection organized by Descript
Maxim AI : a generative AI evaluation and observability platform

Generative AI Area / Courses and Educational Materials

Niraj-Lunavat/Artificial-Intelligence 1,652 over 1 year ago : Awesome AI Learning with +100 AI Cheat-Sheets, Free online Books, Top Courses, Best Videos and Lectures, Papers, Tutorials, +99 Researchers, Premium Websites, +121 Datasets, Conferences, Frameworks, Tools
Generative AI Explained by NVIDIA : A no-coding course by NVIDIA that presents Generative AI concepts and applications, as well as the challenges and opportunities in the field
Paulescu/hands-on-rl: Free course that takes you from zero to Reinforcement Learning PRO 🦸🏻‍🦸🏽 1,072 8 months ago
DataCamp's Become a Generative AI Developer series : 9 code-alongs on building chatbots using LangChain and the OpenAI and Pinecone APIs, and working with the Hugging Face ecosystem. Free, for a limited time only
rasbt/LLMs-from-scratch 32,908 5 days ago : Implementing a ChatGPT-like LLM from scratch, step by step
Introduction to Generative AI | SqillPlan : introduction to Generative AI, including models such as GANs, Variational Autoencoders, Autoregressive Models, and their applications, evaluation, ethics, and challenges
udlbook/udlbook 6,549 7 days ago : Understanding Deep Learning by Professor Simon J.D. Prince
Book: Understanding Deep Learning : website with the book draft and Google Colabs of the book by Simon J.D. Prince
List of Generative AI Learning resources from AWS and Google : list organized as a LinkedIn post by Ankit Agarwal
How AI chatbots like ChatGPT or Bard work – visual explainer | The Guardian
Generative AI for Beginners [🔥🔥] : introductory 12 lesson course by Microsoft
Introduction to Generative AI : series of Medium articles by Youssef Hosni
Animated AI : animations and instructional videos about neural networks
Deep Learning AI - Learn the fundamentals of generative AI for real-world applications : created in partnership with AWS, this course presents the fundamentals of how generative AI works and how to deploy it in real-world applications
Google Cloud Skills Boost - Introduction to Generative AI : an introductory level microlearning course covering Google Tools aimed at explaining what Generative AI is, how it is used, and how it differs from traditional machine learning methods
Google Cloud Skills Boost: Generative AI learning path : curated content on Generative AI "from the fundamentals of Large Language Models to how to create and deploy generative AI solutions on Google Cloud"
AI for Industrial Design : "students at the National University of Singapore explore AI’s capability for design in a semester course and share what they learned. Directed by Donn Koh at the Division of Industrial Design, NUS."
Let Us Show You How GPT Works — Using Jane Austen - The New York Times
ChatGPT Prompt Engineering for Developers - DeepLearning.AI [🔥🔥🔥] : short course taught by Isa Fulford (OpenAI) and Andrew Ng (DeepLearning.AI) that provide best practices for prompt engineering
DAIR.AI [🔥🔥🔥] : Democratizing Artificial Intelligence Research, Education, and Technologies
Welcome to the 🤗 Deep Reinforcement Learning Course : a Hugging Face Course on Deep Reinforcement Learning
Crash course in AI art generation by PromptHero : paid ($99) course focused on prompt engineering
Visual intuition for diffusion models and AI art. #stablediffusionart #aiart #aiartwork #aiartcommunity
The Illustrated Stable Diffusion by Jay Alammar : "gentle introduction [on] how Stable Diffusion works"
johnowhitaker/tglcourse 133 almost 2 years ago [🔥] : The Generative Landscape - a course on generative modelling (currently unfinished)
Words are Images | BustBright - Machine Learning Art : 7-week Online class starting October 24th, 2022 by
Grokking Stable Diffusion.ipynb - Colaboratory - Part 1 : notebook by exploring Stable Diffusion details
Grokking Stable Diffusion: Textual Inversion.ipynb - Colaboratory - Part 2 : sequel to Grokking Stable Diffusion by that focus on Text Inversion
GitHub - johnowhitaker/aiaiart 567 about 2 years ago : Course content and resources for the AIAIART course
Implementation/tutorial of stable diffusion with side-by-side notes by labml.ai | Twitter
Practical Deep Learning for Coders 2023 - Part II : continuation of the course focusing on the implementation of Stable Diffusion from scratch
Practical Deep Learning for Coders 2022 - Part I : "free course designed for people with some coding experience who want to learn how to apply deep learning and machine learning to practical problems" by Jeremy Howard

Generative AI Area / Human-AI Interaction

UX for AI: How to Power Human Experiences with AI - Design Tool Tuesday - YouTube
Behind-the-Design: Meet Copilot by Microsoft Design
[2310.07127] An HCI-Centric Survey and Taxonomy of Human-Generative-AI Interactions [🔥🔥🔥] : "a survey of 154 papers, providing a novel taxonomy and analysis of Human-GenAI Interactions from both human and Gen-AI perspectives"
Guidelines for Human-AI Interaction - Microsoft Research : a set of "18 generally applicable design guidelines for human-AI" interaction

Generative AI Area / Papers Collection

Paper Digest - ChatGPT : Recent Papers on ChatGPT
dair-ai/ML-Papers-Explained 7,315 6 days ago : Explanation to key concepts in ML
AI Reading List - Google Docs : reading list organized by
Aman's AI Journal • Papers List : set of seminal AI/ML papers curated by Aman Chadha
Casual GAN Papers Reading Club : Community knowledge base for Casual GAN Papers
Casual GAN Papers : Easy to read summaries of popular AI papers
The Illustrated VQGAN : illustrated explanation on how VQGAN works
CLIP: Connecting Text and Images : OpenAI's explanation on how CLIP works
VQGAN+CLIP — How does it work?. The synthetic imagery (“GAN Art”) scene… | by Alexa Steinbrück | Medium
The Methods Corpus | Papers With Code
https://ieeexplore.ieee.org/abstract/document/9043519 : A State-of-the-Art Review on Image Synthesis With Generative Adversarial Networks
Utilizando redes adversárias generativas (GANs) como agente de apoio à inspiração para artistas : Trabalho de Graduação de Cláudio Carvalho no Centro de Informática - UFPE
GAN Lab : Play with Generative Adversarial Networks in Your Browser!
[PDF] Music2Video: Automatic Generation of Music Video with fusion of audio and text | Semantic Scholar
[PDF] Active Divergence with Generative Deep Learning - A Survey and Taxonomy | Semantic Scholar
[PDF] Automating Generative Deep Learning for Artistic Purposes: Challenges and Opportunities | Semantic Scholar

Generative AI Area / Online Tools and Applications

Lunroo : 45+ Free AI Tools for Social Media Marketing. Save your time on routine tasks using AI
COUNT : AI-powered accounting for small businesses
Competitor Research : AI tool to help companies track their competitors
StartKit.AI : Boilerplate for quickly building AI products
No-Code Scraper : Data Scraping without Code - Seamlessly extract data from any website with just a few simple inputs
BacklinkGPT : AI-powered link-building platform that helps you generate personalized outreach messages for faster link building
VocalReplica : AI-Powered Vocal and Instrumental Isolation for Your Favorite Tracks
LangMagic : Learn languages from native content
Persuva : Persuva is the AI-driven platform to create persuasive, high-converting ad copy at scale
Dittto.ai : Fix your hero copy with an AI trained on top SaaS websites
SEOByAI : Rank Faster on Google with FREE AI SEO Tools
SinglebaseCloud : AI-powered backend platform with Vector DB, DocumentDB, Auth, and more to speed up app development
TrollyAI : Create professional SEO articles, 2x faster
WebscrapeAI : Scrape any website without code using AI
Architecture Helper : Analyze any building architecture, and generate your own custom styles, in seconds
AI-Flow : Connect multiple AI models easily
Code to Flow : Visualize, Analyze, and Understand Your Code flow. Turn Code into Interactive Flowcharts with AI. Simplify Complex Logic Instantly
Recast Studio : AI-powered podcast marketing assistant
Clipwing : A tool for cutting long videos into dozens of short clips
Tailor : Get a daily podcast and newsletter, created for you by an AI
ZZZ Code AI : AI-powered free website to get any programming question answered or code generated
Scribble Diffusion : turn your sketch into a refined image using AI
Paint by Text : Edit your photos using written instructions, with the help of an AI
Scenario AI : AI-generated game assets
AnimalAI : custom AI-generated animal portraits (profits are directed to various wildlife conservation organizations)
starryai : AI Art Generator App - AI Art Maker
ProsePainter : an interactive tool to "paint with words." It incorporates guidable text-to-image generation into a traditional digital painting interface
ProsePainter: Image + Sketching Interface + CLIP! - YouTube
Cocreator AI : creative computer agent (in wait list)
Runway ML : AI video creation suite
Hotpot.ai - Hotpot.ai : set of AI Tools to post-process images
Toonify yourself by Justin Pinkney : turn a human face into a cartoon
deepart.io : a online tool for applying style transfer
Artbreeder : web-based tool to generate images by breeding existing images
Ostagram.ru : image style transfer plataform
cleanup.pictures : remove objects, people, text and defects from any picture for free
remove.bg : remove background from images
Quick, Draw! : can a neural network learn to recognize doodling? A game to help NL by adding users drawing
Nekton.ai : automate your workflows with AI
Documind.chat : Chat with PDF using AI. Documind is a powerful chat with pdf tool that lets you ask questions from your pdf documents
Snowpixel : Generate Images/Videos/Animations/Audio/Music/3D Objects with Text and/or Image. Upload your own data to create custom models
Chatpdf.so : Talk to PDF using GPT4 AI. Chatpdf.so is a chatpdf tool that lets you do question answering on your pdf documents
Yona.ai : Create deeply personalized AI chatbots from your own conversations, your stories, your data. You can harness the power of your chat history to build an AI companion for a nostalgic trip down memory lane, whimsical fantasies, or any other unique purpose
Voicesphere : Chat with your documents to get intelligent, context specific answers
Tune AI : AI chat app powered by open source models
GPT Mobile 410 4 days ago GPT Mobile is an Android app that can chat with multiple LLMs at once! Currently supports ChatGPT, Anthropic Claude, and Google Gemini

Text / Small Language Models

[2409.15790] Small Language Models: Survey, Measurements, and Insights
[2402.17764] The Era of 1-bit LLMs: All Large Language Models are in 1.58 Bits
mbzuai-oryx/MobiLlama 595 9 months ago : Small Language Model tailored for edge devices

Text / Large Language Models (LLMs)

LiteLLM : a proxy server to manage auth, loadbalancing, and spend tracking across 100+ LLMs, all in the OpenAI format
youssefHosni/Hands-On-LangChain-for-LLM-Applications-Development 134 about 2 months ago : Practical LangChain tutorials for LLM applications development
unclecode/crawl4ai: Crawl4AI 16,180 4 days ago : Open-source LLM Friendly Web Crawler & Scrapper
microsoft/LMOps 3,695 about 2 months ago : General technology for enabling AI capabilities w/ LLMs and MLLMs
F*** You, Show Me The Prompt : quickly understand inscrutable LLM frameworks by intercepting API calls
danielmiessler/fabric 25,353 6 days ago : fabric is an open-source framework for augmenting humans using AI. It provides a modular framework for solving specific problems using a crowdsourced set of AI prompts that can be used anywhere
Langfuse : Open source LLM engineering platform: Observability, metrics, evals, prompt management, playground, datasets. Integrates with LlamaIndex, Langchain, OpenAI SDK, LiteLLM, and more
naklecha/llama3-from-scratch 13,727 6 months ago : llama3 implementation one matrix multiplication at a time
[2405.03825] Organizing a Society of Language Models: Structures and Mechanisms for Enhanced Collective Intelligence
Open challenges in LLM research
stanfordnlp/dspy 18,802 4 days ago : DSPy: The framework for programming — not prompting — foundation models
Groq : service focused on fast inference speed, providing API access to Llama 2 70B-4K and Mixtral 8x7B-32K
LLMLingua [🔥🔥🔥] : Designing a Language for LLMs via
Floom 36 4 days ago AI gateway and marketplace for developers, enables streamlined integration of AI features into products
rasbt/LLMs-from-scratch 32,908 5 days ago : Implementing a ChatGPT-like LLM from scratch, step by step
GoogleCloudPlatform/generative-ai 7,807 6 days ago : Sample code and notebooks for Generative AI on Google Cloud
LLM Visualization
Automatic Hallucination detection with SelfCheckGPT NLI
StreamingLLM gives language models unlimited context : giving language models unlimited context
iusztinpaul/hands-on-llms 3,100 8 months ago : learn about LLMs, LLMOps, and vector DBs for free by designing, training, and deploying a real-time financial advisor LLM system ~ 𝘴𝘰𝘶𝘳𝘤𝘦 𝘤𝘰𝘥𝘦 + 𝘷𝘪𝘥𝘦𝘰 & 𝘳𝘦𝘢𝘥𝘪𝘯𝘨 𝘮𝘢𝘵𝘦𝘳𝘪𝘢𝘭𝘴
Practical Tips for Finetuning LLMs Using LoRA (Low-Rank Adaptation)
Poe : a platform that lets people ask questions, get instant answers, and have back-and-forth conversations with a wide variety of AI-powered bots
[2311.01555] Instruction Distillation Makes Large Language Models Efficient Zero-shot Rankers
State of LLM Apps 2023 · Streamlit [🔥🔥]
The architecture of today's LLM applications - The GitHub Blog
Demystifying LLMs: How they can do things they weren't trained to do - The GitHub Blog
How AI chatbots like ChatGPT or Bard work – visual explainer | The Guardian
cpacker/MemGPT 12,758 5 days ago : teaching LLMs memory management for unbounded context
[2307.10169] Challenges and Applications of Large Language Models : a systematic set of open problems and application successes of LLM area
Related resources from around the web | OpenAI Cookbook : tools and papers for improving outputs from GPT
Patterns for Building LLM-based Systems & Products [🔥🔥🔥] : "practical patterns for integrating large language models (LLMs) into systems & products" by Eugene Yan
Hannibal046/Awesome-LLM: Awesome-LLM 18,957 about 11 hours ago : a curated list of Large Language Model
[2309.06794] Cognitive Mirage: A Review of Hallucinations in Large Language Models
Generative AI for Strategy & Innovation : an experiment about management theories with ChatGPT by Harvard Business Review Italia
The TextFX project : "AI-powered tools for rappers, writers and wordsmiths" (partnership between Lupe Fiasco and Google)
A jargon-free explanation of how AI large language models work | Ars Technica
What We Know About LLMs (Primer) [🔥🔥🔥]
A simple guide to fine-tuning Llama 2 | Brev docs
microsoft/semantic-kernel 21,946 6 days ago : integrate cutting-edge LLM technology quickly and easily into your apps
CoPrompt : platform for teams to use ChatGPT together
Emerging Architectures for LLM Applications | Andreessen Horowitz [🔥🔥🔥] : "a reference architecture for the emerging LLM app stack"
Advanced Guide to ChatGPT : guide by Neatprompts.com
Falcon LLM - Home : a foundational large language model (LLM) with 40 billion parameters trained on one trillion tokens shared by Technology Innovation Institute from Abu Dhabi
The Hugging Face Open LLM Leaderboard [🔥🔥🔥] : "the 🤗 Open LLM Leaderboard aims to track, rank and evaluate LLMs and chatbots as they are released"
google/BIG-bench 2,868 4 months ago : "a collaborative benchmark intended to probe large language models and extrapolate their future capabilities"
togethercomputer/OpenChatKit 9,009 8 months ago : provides an open-source base to create both specialized and general purpose chatbots for various applications
Paper Digest - ChatGPT : Recent Papers on ChatGPT
Let Us Show You How GPT Works — Using Jane Austen - The New York Times
Search-in-the-Chain: Towards Accurate, Credible and Traceable Large Language Models for Knowledge-intensive Tasks | arxiv : "a novel framework called Search-in-the-Chain (SearChain) to improve the accuracy, credibility and traceability of LLM-generated content for multi-hop question answering"
Mooler0410/LLMsPracticalGuide 9,489 6 months ago [🔥🔥🔥] : list of practical guide resources of LLMs based on the paper
hpcaitech/ColossalAI 38,797 6 days ago : Making large AI models cheaper, faster and more accessible
microsoft/LoRA 10,752 3 months ago : Code for loralib, an implementation of "LoRA: Low-Rank Adaptation of Large Language Models"s
kyrolabs/awesome-langchain 7,645 3 months ago : 😎 Awesome list of tools and project with the awesome LangChain framework
Stability AI Launches the First of its StableLM Suite of Language Models — Stability AI
Free Dolly | The Databricks Blog : open source, instruction-following LLM, fine-tuned on a human-generated instruction dataset licensed for research and commercial use
Summary of ChatGPT/GPT-4 Research and Perspective Towards the Future of Large Language Models : paper with "a comprehensive survey of ChatGPT and GPT-4 and their prospective applications across diverse domains"
lm-sys/FastChat 36,975 7 days ago : The release repo for "Vicuna: An Open Chatbot Impressing GPT-4" [ ]
oobabooga/text-generation-webui 40,673 10 days ago [🔥🔥🔥] : a gradio web UI for running Large Language Models like GPT-J 6B, OPT, GALACTICA, LLaMA, and Pygmalion
Why LLaMa Is A Big Deal | Hackaday : post that discusses the impact of LLaMa and Alpaca in popularizing LLMs and even using them in small hardware devices
logspace-ai/langflow 34,358 4 days ago : a UI for LangChain, designed with react-flow to provide an effortless way to experiment and prototype flows
More than you've asked for: A Comprehensive Analysis of Novel Prompt Injection Threats to Application-Integrated Large Language Models : paper on LLM Security
Cohere AI : a way to integrate state-of-the-art language models to applications
Langchain for paper summarization : using langchain to build a app for paper summarization
Red-Teaming Large Language Models | Hugging Faces : strategies for testing LLMs against jailbreaks and attacks
hwchase17/langchain 94,887 6 days ago : "building applications with LLMs through composability"
Top Large Language Models (LLMs) in 2023 | MarkTechPost : list with large language models from diverse companies
Godly : Instant context for GPT3
GPTZero : "Detect AI Plagiarism. Accurately"
GPT-3 Apps : GPT-3 Powered Micro Products (ex: cat namer, poet pocket, summarize)
Inside language models (from GPT-3 to PaLM) – Dr Alan D. Thompson – Life Architect
Google AI Blog: Pathways Language Model (PaLM): Scaling to 540 Billion Parameters for Breakthrough Performance
DeepMind says its new language model can beat others 25 times its size | MIT Technology Review
Integrated AI: How to talk to AI for free using nine platforms (Megatron, GPT-3, GPT-J, Wudao, J1..) - YouTube by Dr Alan D. Thompson. The following references came from this video description
Haystack 17,691 6 days ago : framework for building applications with LLMs and Transformers (e.g. agents, semantic search, question-answering)
SolidUI 579 10 months ago : AI-generated visualization prototyping and editing platform, support 2D, 3D models, combined with LLM(Large Language Model) for quick editing

Text / Large Language Models (LLMs) / Programming Frameworks for LLMs

DSPy: Not Your Average Prompt Engineering : a post about the DSPy, a framework developed by the Stanford NLP group aimed at algorithmically optimizing language model prompts
stanfordnlp/dspy 18,802 4 days ago [🔥🔥🔥] : DSPy: The framework for programming — not prompting — foundation models

Text / Large Language Models (LLMs) / Prompt Engineering

Narrow AI : Automated Prompt Engineering and Optimization Platform
Anthropic's Prompt Engineering Interactive Tutorial 7,987 about 1 month ago
ncwilson78/System-Prompt-Library 65 4 months ago : A library of shared system prompts for creating customized educational GPT agents
Promptstacks : a prompt engineering community
Prompt engineering - OpenAI API : OpenAI's document with strategies and tactics for getting better results from large language models
[2310.04438] A Brief History of Prompt: Leveraging Language Models : the paper presents an exploration of the evolution of prompt engineering. The author, Golam Md Muktadir, extensively used ChatGPT for content generation
[2311.05661] Prompt Engineering a Prompt Engineer : this paper deals with the problem of "constructing a meta-prompt that more effectively guides LLMs to perform automatic prompt engineering"
[2311.04155] Black-Box Prompt Optimization: Aligning Large Language Models without Model Training
Prompt Engineering Roadmap - roadmap.sh [🔥🔥]
Learn Prompting [🔥🔥🔥] : series of lessons of prompt engineering
Prompt Engineering | Lil'Log [🔥🔥🔥] : prompt engineering learning notes by Lilian Weng
ChatGPT Prompt Engineering for Developers - DeepLearning.AI [🔥🔥🔥] : short course taught by Isa Fulford (OpenAI) and Andrew Ng (DeepLearning.AI) that provide best practices for prompt engineering
Prompt Engineering Guide [🔥🔥🔥] : a project by DAIR.AI that intends to educate researchers and practitioners about prompt engineering
the Book : collection of prompts and hints of prompt engineering
dair-ai/Prompt-Engineering-Guide 50,262 24 days ago : Guide and resources for prompt engineering
zou-group/textgrad 1,821 19 days ago : Automatic "Differentiation" via Text, using large language models to backpropagate textual gradients
stanfordnlp/dspy 18,802 4 days ago [🔥🔥🔥] : DSPy: The framework for programming — not prompting — foundation models
vaibkumr/prompt-optimizer 241 10 months ago : Minimize LLM token complexity to save API costs and model computations
PromptPerfect : "Optimize Your Prompts to Perfection"
LLMLingua [🔥🔥🔥] : Designing a Language for LLMs via
danielmiessler/fabric 25,353 6 days ago : fabric is an open-source framework for augmenting humans using AI. It provides a modular framework for solving specific problems using a crowdsourced set of AI prompts that can be used anywhere
ChatGPT for designers : ChatGPT Cheat Sheet V2 to craft better prompts
[2307.11760] Large Language Models Understand and Can be Enhanced by Emotional Stimuli [🔥]
[2305.13252] "According to ..." Prompting Language Models Improves Quoting from Pre-Training Data [🔥]
[2307.05300] Unleashing Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaboration [🔥]
timqian/openprompt.co 1,175 6 days ago : Create. Use. Share. ChatGPT prompts
60 ChatGPT Prompts for Data Science (Tried, Tested, and Rated) : post by Travis Tang from DataDrivenInvestor
f/awesome-chatgpt-prompts 113,168 10 days ago : this repo includes ChatGPT prompt curation to use ChatGPT better
brexhq/prompt-engineering 8,440 about 1 year ago : "Tips and tricks for working with Large Language Models like OpenAI's GPT-4"
How to write an effective GPT-3 prompt | Zapier : a list of 6 GPT-3 tips for getting the desired output
The Art of ChatGPT Prompting: A Guide to Crafting Clear and Effective Prompts : e-book by Fatih Kadir Akın ( )
USP AI Prompt Book : Stable Diffusion v2.1 Prompt Book
daspartho/prompt-extend 177 almost 2 years ago : extending stable diffusion prompts with suitable style cues using text generation
Prompt Box : "organize and save your AI prompts"
Midjourney artist reference - Google Sheets
Stable Diffusion Prompt Book — Stability.Ai : prompt book for Stable Diffusion v2.0 and v2.1 released by Stability.AI
The Ultimate Stable Diffusion Prompt Guide by PromptHero
CLIP Interrogator - a Hugging Face Space by pharma : image-to-text tool to figure out what a good prompt might be to create new images like an existing one
Prompt book for data lovers II - Google Slides [🔥🔥🔥] : An open source exploration on text-to-image and data visualization
some9000/StylePile 575 over 1 year ago : A helper script for AUTOMATIC1111/stable-diffusion-webui. Basically a mix and match to quickly get different results without wasting a lot of time writing prompts
Artists To Study | All images generated with Google Colab TPUs + CompVis/stable-diffusion-v1-4 + Huggingface Diffusers : a systematic study of artists' styles made by
CLIP retrieval for laion5B : CLIP retrieval using Laion5B. "It works by converting the text query to a CLIP embedding , then using that embedding to query a knn index of clip image embedddings"
rom1504/clip-retrieval 2,411 7 months ago : Easily compute CLIP embeddings and build a CLIP retrieval system with them
PromptDesign | Reddit : Reddit community for "the art of communicating with natural language models"
Prompt Engineering and Zero-Shot/Few-Shot Learning [Guide] - inovex GmbH : prompt engineering for text generation
clip-interrogator.ipynb - Colaboratory : a tool for image-to-prompt
Useful Prompt Engineering tools and resources | Reddit
PromptHero : Search the best prompts for Stable Diffusion, DALL-E and Midjourney
promptoMANIA : AI art community with prompt generator
Lexica : search over 10M+ Stable Diffusion images and prompts
list of artists for SD v1.4 A-C / D-I / J-N / O-Z
succinctly/text2image-prompt-generator · Hugging Face : a GPT-2 model fine-tuned on the succinctly/midjourney-prompts dataset, which contains 250k text prompts that users issued to the Midjourney text-to-image service over a month period
The Prompter | vicc | Substack : a newsletter about news, tips and thoughts around prompt engineering
(19) Nikhil Agrawal 📌 on Twitter : 11 AI Images Prompt websites to level up the image quality
Phraser : a tool that support prompt creation
PromptBase | Prompt Marketplace : PromptBase is a marketplace for DALL·E, Midjourney & GPT-3 prompts, where people can sell prompts and make money from their prompt crafting skills
Professional AI whisperers have launched a marketplace for DALL-E prompts - The Verge
Visual Prompt Builder : simple deck of illustrated card to combine modifiers for prompt building
Prompt Engineering Template - Google Sheets : spreadsheet with lists of modifiers for prompt building and a lot of interesting links for reference
Prompt Engineering: From Words to Art - Saxifrage Blog
DALL·Ery GALL·Ery Resources : DALL·E 2 and AI art prompt resources & tools to inspire beautiful images
[2204.13988] A Taxonomy of Prompt Modifiers for Text-To-Image Generation
List of Aesthetics | Aesthetics Wiki | Fandom
Artist Directory (Volcano Comparison) | AI Art Creation Wiki | Fandom
The DALL·E 2 Prompt Book – DALL·Ery GALL·Ery
DALL·Ery GALL·Ery : A guide to OpenAI's DALL·E – prompts, projects, examples, and tips
(2) MASSIVE 💥 DALL-E 2 ANIME ⚡︎ KEYWORDS + MODIFIERS LIST ★ : haaaaven : image prompt modifier collection by haaaaven
DrawBench : a list of prompts the Google Imagen is organizing as a benchmark
CLIP Prompt Engineering for Generative Art - matthewmcateer.me : list of styles tested with Quick CLIP Guided Diffusion
Adobe should make a boring app for prompt engineers (Interconnected)
[2206.00169] Discovering the Hidden Vocabulary of DALLE-2
When SD just doesn't understand the prompt no matter how hard I try | Reddit
It's very interesting how some prompts have very defined output but other specific ones are not | Reddit

Text / Large Language Models (LLMs) / Mamba

[2312.00752] Mamba: Linear-Time Sequence Modeling with Selective State Spaces : alternative to Transformer architecture
Mamba: A shallow dive into a new architecture for LLMs | by Geronimo (@geronimo7) | Dec, 2023 | Medium
Mamba-Chat 908 9 months ago : A chat LLM based on the state-space model architecture

Text / Large Language Models (LLMs) / Running LLMs Locally

PowerInfer 7,964 3 months ago : a high-speed inference engine for deploying LLMs locally
Ollama [🔥🔥] : run Llama 2, Code Llama, and other models locally
GPT4All : A free-to-use, locally running, privacy-aware chatbot. No GPU or internet required
LM Studio : Discover, download, and run local LLMs
ggerganov/llama.cpp 67,866 6 days ago : Port of Facebook's LLaMA model in C/C++

Text / Large Language Models (LLMs) / Function Calling

Nexusflow/NexusRaven-V2-13B · Hugging Face : "surpassing GPT-4 for Zero-shot Function Calling"

Text / Large Language Models (LLMs) / GPTs and Assistant API

Featured GPTs : curated custom GPTs list for daily tasks
AllGPTs : a directory to find GPTs

Text / Large Language Models (LLMs) / Retrieval-Augmented Generation (RAG)

ragapp/ragapp 3,858 17 days ago : an alternative to use Agentic RAG in enterprises
LlamaParse : GenAI-native document parsing platform by LlamaIndex
Retrieval-Augmented Generation for Large Language Models: A Survey
weaviate/Verba 6,328 14 days ago : Retrieval Augmented Generation (RAG) chatbot powered by Weaviate
imartinez/privateGPT 54,192 8 days ago : "Interact with your documents using the power of GPT, 100% privately, no data leaks"
pinecone-io/canopy 974 8 days ago : Retrieval Augmented Generation (RAG) framework and context engine powered by Pinecone
Forget RAG, the Future is RAG-Fusion : post by Adrian H. Raudaschl in Towards Data Science
Rerankers and Two-Stage Retrieval | Pinecone
Retrieval Augmented Generation | Pinecone
dssjon/biblos: biblos.app 200 3 months ago : example of RAG architecture using semantic search and summarization for retrieving Bible passages
🪆 Introduction to Matryoshka Embedding Models
Getting creative with embeddings by Amelia Wattenberger
The Hidden Life of Embeddings: Linus Lee - YouTube
neuml/txtai 9,369 5 days ago : semantic search and workflows powered by language models
facebookresearch/faiss 31,423 7 days ago : A library for efficient similarity search and clustering of dense vectors
Optimize Your Chatbot’s Conversational Intelligence Using GPT-3 | by Amogh Agastya | Better Programming : tutorial presenting semantic search concepts
whitead/paper-qa 6,414 4 days ago [🔥] : "LLM Chain for answering questions from documents with citations",
What is Semantic Search?
Learning Center | Pinecone : Pinecone's guides to vector embeddings
BLIP+CLIP | CLIP Interrogator | Kaggle : a Kaggle notebook for image description and captioning (imate-to-text)
jerryjliu/gpt_index: GPT Index (LlamaIndex) 36,776 6 days ago : a project to make it easier to use large external knowledge bases with LLMs
Llama Hub : a repository of data loaders for LlamaIndex (GPT Index) and LangChain
Chroma : an open-source AI-native database that makes it easy to use embeddings

Text / Large Language Models (LLMs) / Autonomous LLM Agents

NirDiamant/GenAI_Agents 4,112 6 days ago : tutorials and implementations for various Generative AI Agent techniques, from basic to advanced. It serves as a comprehensive guide for building intelligent, interactive AI systems
Hexabot 491 4 days ago Open-Source AI Chatbot / Agent builder with support for LLMs as well as social media channels integration
NirDiamant/GenAI_Agents 4,112 6 days ago : tutorials and implementations for various Generative AI Agent techniques, from basic to advanced. It serves as a comprehensive guide for building intelligent, interactive AI systems
TailorTask Automate any boring task, without code and without having to learn a new tool
[2406.04784] SelfGoal: Your Language Agents Already Know How to Achieve High-level Goals
[2406.04692] Mixture-of-Agents Enhances Large Language Model Capabilities
MervinPraison/PraisonAI 2,279 10 days ago : PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration
Practices for Governing Agentic AI Systems : paper by OpenAI that offers a set of practices for keeping agents’ operations safe and accountable
[2312.05230] Language Models, Agent Models, and World Models: The LAW for Machine Reasoning and Planning
[2309.02427] Cognitive Architectures for Language Agents : "we draw on the rich history of cognitive science and symbolic artificial intelligence to propose Cognitive Architectures for Language Agents (CoALA)"
[2309.07864] The Rise and Potential of Large Language Model Based Agents: A Survey
[2310.01444] Adapting LLM Agents Through Communication
[2309.17288] AutoAgents: A Framework for Automatic Agent Generation
Exploring Multi-Persona Prompting for Better Outputs : "method of prompt engineering that instructs the LLM to summon multiple personas and have them work together to solve a task"
Conceptual Framework for Autonomous Cognitive Entities : a paper that "introduces the Autonomous Cognitive Entity (ACE) model, a novel framework for a cognitive architecture, enabling machines and software agents to operate more independently"
Mindstorms in Natural Language-Based Societies of Mind : a paper that evaluates the natural language-based societies of mind (NLSOMs), leveraging mindstorms in them to solve some practical AI tasks
AutoGen | Microsoft : multi-agent conversation framework as a high-level abstraction by Microsoft [ ]
OpenBMB/ChatDev 25,601 8 days ago : create customized software using natural language idea (through llm-powered multi-agent collaboration)
a16z-infra/ai-town 7,669 about 1 month ago : A MIT-licensed, deployable starter kit for building and customizing your own version of AI town - a virtual town where AI characters live, chat and socialize
AI Town : a virtual town where AI characters live, chat and socialize
joonspk-research/generative_agents - Generative Agents 17,558 4 months ago : code for interactive simulacra of human behavior
AgentBench: Evaluating LLMs as Agents : Hugging Face paper page on a benchmark to evaluate LLMs agents
geekan/MetaGPT 45,280 10 days ago : the multi-agent framework that, give one line requirement, return PRD, design, tasks, repo
GPT Researcher : AI agents for insights and research
Multi-agent Simulation by Jim Fan on Twitter : "The next frontier of emergent intelligence will be multi-agent simulation: a crowd of AI characters carry out their daily lives through complex social interactions"
Introducing AACP | SuperAGI : agent to agent communication protocol
BrainstormGPT : AI multi-agent problem solving
ChatArena : building multi-agent environments for LLMs
LLM Powered Autonomous Agents | Lil'Log [🔥🔥🔥] : the LLM agents learning notes by Lilian Weng
Vercel for AI agents 7,025 6 days ago : "help developers to build, deploy, and monitor AI agents, focusing on specialized AI agents that build software for you - your personal software developers"
101dotxyz/GPTeam 1,639 9 days ago : "GPTeam uses GPT-4 to create multiple agents who collaborate to achieve predefined goals"
Fine-Tuner.ai : no code approach to build AI agents
AI Agent Basics: Let’s Think Step By Step - by Jon Stokes
Transformers Agent [🔥🔥] : provides a natural language API on top of Hugging Face's transformers library
AgentGPT : "assemble, configure, and deploy autonomous AI Agents in your browser"
yoheinakajima/babyagi 20,446 15 days ago : an AI-powered task management system that uses OpenAI and Pinecone APIs to create, prioritize, and execute tasks
Torantulino/Auto-GPT 168,407 4 days ago : "an experimental open-source attempt to make GPT-4 fully autonomous"
Generative Agents: Interactive Simulacra of Human Behavior : a paper that presents computational software agents that simulate believable human behavior
microsoft/JARVIS 23,712 about 2 months ago : JARVIS, a system to connect LLMs with ML community
HuggingGPT : Solving AI Tasks with ChatGPT and its Friends in HuggingFace
microsoft/TinyTroupe 2,542 10 days ago : LLM-powered multiagent persona simulation for imagination enhancement and business insights
Multi-Agent Research Outline : an interactive eBook that compiles an extensive collection of research papers on large language model (LLM)-based multi-agent systems
openai/swarm 16,080 about 1 month ago : Educational framework exploring ergonomic, lightweight multi-agent orchestration. Managed by OpenAI Solution team
[2307.05300] Unleashing Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaboration
[2308.07201] ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate
OpenBMB/ChatDev 25,601 8 days ago : create customized software using natural language idea (through llm-powered multi-agent collaboration)
[2308.10848] AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors
BrainSoup : multi-agent & multi-LLM client with RAG, multi-modality, automation, code interpreter, and sandboxed file system

Text / Large Language Models (LLMs) / LLM Evaluation

PAIR-code/llm-comparator 320 about 1 month ago : LLM Comparator is an interactive data visualization tool for evaluating and analyzing LLM responses side-by-side, developed by the PAIR team
confident-ai/deepeval 3,669 7 days ago : The LLM Evaluation Framework
LLM Benchmarks: MMLU, HellaSwag, BBH, and Beyond - Confident AI
LLM Leaderboards
Reward Bench Leaderboard - a Hugging Face Space by allenai
LiveBench : A Challenging, Contamination-Free LLM Benchmark
Evaluating Large Language Models : Methods, Best Practices & Tools | Lakera – Protecting AI teams that disrupt the world
ianarawjo/ChainForge 2,334 23 days ago : An open-source visual programming environment for battle-testing prompts to LLMs
Prometheus-2 Cookbook - LlamaIndex : "An Open Source Language Model Specialized in Evaluating Other Language Models."
[2305.13711] LLM-Eval: Unified Multi-Dimensional Automatic Evaluation for Open-Domain Conversations with Large Language Models
LLM Evaluation : research on evaluation of LLMs conducted by Microsoft Research and other collaborated institutes. (Updated at: 2023/10)
LLM Evaluation: Everything You Need To Run, Benchmark Evals
The Ultimate Guide to LLM Product Evaluation
How to Evaluate, Compare, and Optimize LLM Systems
LLM Evaluation | Clarifai Guide
How to Evaluate LLM Applications: The Complete Guide - Confident AI
AI Evaluation Metrics | Microsoft Learn
How to Evaluate Large Language Model Outputs: Current Best Practices | FinetuneDB
The Ultimate Guide to LLM Evaluation | Deci
Large Language Model Evaluation in 2024: 5 Methods
Aligning with Human Judgement: The Role of Pairwise Preference in Large Language Model Evaluators
Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena
LLM Evaluation Metrics: Everything You Need for LLM Evaluation - Confident AI
Criteria Evaluation | 🦜️🔗 LangChain
Evaluation of LLMs - Part 1
Evaluation of LLMs - Part 2
The Crucial Role of Model Evaluation in LLM and AI Integrations
MLGroupJLU/LLM-eval-survey: The official GitHub page for the survey paper "A Survey on Evaluation of Large Language Models". 1,433 6 months ago
A Survey on Evaluation of Large Language Models | ACM Transactions on Intelligent Systems and Technology
[2307.03109] A Survey on Evaluation of Large Language Models
qcri/LLMeBench 80 about 2 months ago : Benchmarking Large Language Models
TruLens for LLMs : Evaluate and Track LLM Applications
LLM Testing Guide : Comprehensive Strategies for Testing and Behavior Analysis by Kolena
Chatbot Arena : benchmarking LLMs through pairwise confrontation and evaluation
[2311.12022] GPQA: A Graduate-Level Google-Proof Q&A Benchmark
OpenAI Cookbook: Evaluating RAG systems | by Ravi Theja | Nov, 2023 | LlamaIndex Blog
Amazon will offer human benchmarking teams to test AI models - The Verge
[2311.05020] First Tragedy, then Parse: History Repeats Itself in the New Era of Large Language Models : "that meaningful evaluation informed by actual use is still an open problem"
[2311.12983] GAIA: a benchmark for General AI Assistants
Sharing LangSmith Benchmarks
[2311.09247] Comparing Humans, GPT-4, and GPT-4V On Abstraction and Reasoning Tasks
vectara/hallucination-leaderboard 1,236 15 days ago : "leaderboard Comparing LLM Performance at Producing Hallucinations when Summarizing Short Documents"
[2305.16938] Few-shot Fine-tuning vs. In-context Learning: A Fair Comparison and Evaluation
LLM Comparison/Test : 39 models tested (7B-70B + ChatGPT/GPT-4)
LLM Evaluation at Scale – Airtrain : no-code batch compute platform for LLM evaluation and tuning workloads
How to evaluate a summarization task | OpenAI Cookbook
openai/evals 15,015 about 2 months ago : Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks
Red teaming and model evaluations | Anthropic
Challenges in evaluating AI systems | Anthropic
Evaluating LLMs is a minefield : talk by Princeton professor Arvind Narayanan
Indico LLM Leaderboard : Indico Data runs a monthly benchmarking exercise across providers (LLama, Azure OpenAI, Google, AWS Bedrock, and Indico trained discriminative standard language models RoBERTa and DeBERTa), datasets (e.g. cord and CUAD), and capabilities (text classification, key information extraction, and generative summarization)
LLM Rankings : a leaderboard that compares LLMs for all prompts
LLM Use Case Leaderboard : a leaderboard that features LLM use cases
LMExamQA : a leaderboard that benchmarks foundation models with Language-Model-as-an-Examiner
The Pile : a leaderboard of The Pile benchmark

Text / Large Language Models (LLMs) / LLMOps

Eden AI : provides a unique API connected to the AI engines
Dify : LLMOps platform for creating and operating AI-native apps based on GPT-4
LLM App 4,642 6 days ago : LLM App is a Python library that helps you build real-time AI-powered data pipelines with few lines of code

Text / Large Language Models (LLMs) / AI Engineering

An AI Engineer’s Guide to Machine Learning and Generative AI | by ai geek (wishesh) | Oct, 2023 | Medium
Marvin : AI engineering framework for building natural language interfaces
Instructor : library for structured LLM extraction in Python
One AI : an NLP-as-a-service platform
LangSmith : a developer platform for deploying LLM apps

Text / Large Language Models (LLMs) / Attacks on LLMs

ZombAIs : From Prompt Injection to C2 with Claude Computer Use
[2310.04451] AutoDAN: Generating Stealthy Jailbreak Prompts on Aligned Large Language Models
MITRE ATLAS™ : knowledge base of adversary tactics and techniques based on real-world attack observations and realistic demonstrations from AI red teams and security groups, modeled after the MITRE ATT&CK® framework
OWASP Top 10 for Large Language Model Applications : the Open Worldwide Application Security Project's list related to LLMs
Scalable Extraction of Training Data from (Production) Language Models : extracting training data from ChatGPT
The Emerging Attacks on Large Language Models (LLMs) : "key attack vectors that threat actors can exploit to compromise or manipulate LLMs"
Adversarial Attacks on LLMs | Lil'Log
Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injection
Attacking Large Language Models : an overview of the current attack techniques on LLMs by Marcello Carboni
corca-ai/awesome-llm-security 954 10 days ago : A curation of awesome tools, documents and projects about LLM Security
Adversarial Prompting : a list of adversarial prompts attacks by Prompt Engineering Guide

Text / Large Language Models (LLMs) / LangChain

LangChain Cheatsheet : All Secrets on a Single Page | by Ivan Reznikov | Nov, 2023 | Towards AI
LangChain Template: Research Assistant 94,887 6 days ago
Embedchain 22,829 6 days ago : Framework to create ChatGPT like bots over your dataset
FlowiseAI : "Open source UI visual tool to build your customized LLM flow using LangchainJS, written in Node Typescript/Javascript"
Langchain for paper summarization
LangChain Docs : Python library that helps building applications with LLMs through composability
Getting started with LangChain | by Avra | Feb, 2023 | Medium : A powerful tool for working with Large Language Models

Text / Large Language Models (LLMs) / ChatGPT

Advanced Guide to ChatGPT : guide by Neatprompts.com
104 Growth Hacking Swipe (ChatGPT) [🔥] : set of ChatGPT prompts for design, products and marketing
acheong08's list / Awesome ChatGPT : list of wrappers for accessing ChatGPT in platform such as Discord, Telegram, and languages such as Python, JS
Awesome ChatGPT Prompts [🔥🔥🔥] : repo that includes curated ChatGPT prompts to obtain better results from ChatGPT
("Publicly announced ChatGPT variants and competitors: a thread" / Twitter : a Twitter thread by with alternatives to ChatGPT
danielmiessler/fabric 25,353 6 days ago : fabric is an open-source framework for augmenting humans using AI. It provides a modular framework for solving specific problems using a crowdsourced set of AI prompts that can be used anywhere
Jack AI : AI Marketing Copywriter tool
aiPDF : The most advanced AI document assistant
AICamp : ChatGPT for Teams
Yomu : AI writing assistant for students and academics
Google Sheets Formula Generator : Forget about frustrating formulas in Google Sheets
Elephas : Personal AI writing assistant for the Mac
Lemmy : Autonomous AI Assistant for Work
Fable Fiesta : Creative AI writing assistant
Plus AI for Google Slides : Create AI-powered presentations in Google Slides
ChatBotKit : toolkit to build AI chat bots
Boring Report : "an app that uses AI to remove sensationalism from the news and makes it boring to read"
ChatPDF - Chat with any PDF! : upload a PDF file and make questions about it #semanticsearch
Character.AI : platform for creating and talking to advanced AI Characters
SlidesAI : "create presentation slides with AI in minutes"
Rationale : decision-making tool powered by the latest GPT and in-context learning
DetangleAI : AI-generated summaries of provided legal docs
GPT-2 Output Detector : tool that estimate is a given text is real or generated by GPT
HyperWrite : a personal writing assistant with suggestions and sentence completions
DeepStory : A tale of co-creation between man & machine
InferKit
CopyHat
Lucid Lyrics - AI Assisted Art : AI-Assisted Lyrical Interpretations by Walter Arnold
Authors A.I. : AI-powered text analysis
Rytr : Rytr is an AI writing assistant that helps creating content
Charisma : Charisma is a platform for creating interactive stories with believable virtual characters
Riku.AI | The vault for your A.I. creations
First look - Riku.ai - inference platform Mar/2022 - J1, GPT-3, Fairseq-13B, GPT-NeoX-20B, Cohere-XL - YouTube
Taskade : Taskade is an AI outliner and mind map generator for teams with built-in AI chat
AI Story Generator (Advance Options) Create Unique and Engaging Stories Instantly with Customized Tone, Genre, and Narration
AI Story Generator : Free and fast online AI-powered story generator that writes short stories for you
AI Story Generate : Generate stories using LLM with custom emotion, genre, and word count
Composum AI 3 8 days ago Plugin for CMS Adobe Experience Manager (AEM) or Composum Pages helping the editor to create / edit / translate texts

Text / Research AI Tools / AI Tools for Research

danielmiessler/fabric 25,353 6 days ago : fabric is an open-source framework for augmenting humans using AI. It provides a modular framework for solving specific problems using a crowdsourced set of AI prompts that can be used anywhere
AI Research Tools | x post : Some AI tools that can be used for research/teaching
Unlocking productivity and personalizing learning with AI | Microsoft EDU
Sourcely : Academic Citation Finding Tool with AI
GummySearch : AI-based customer research via Reddit. Discover problems to solve, sentiment on current solutions, and people who want to buy your product
[2310.17143] Supercharging academic writing with generative AI: framework, techniques, and caveats
Elicit : automate research workflow for literature review
Paper Brain : summarizer for paper parts. The user needs to copy and paste into their interface
Explainpaper : "Upload a paper, highlight confusing text, get an explanation"
Paper Player : A new way for busy scientists and technologists to consume open science
TalkToPapers - namuan/dr-doc-search: Converse with book - Built with GPT-3 599 about 2 months ago : a github util where AI will do the paper reading for you instead
hwaseem04/Research-digest 2 over 1 year ago : Research paper summariser application for our hackathon

Text / Research AI Tools / AI Tools for Searching

whitead/paper-qa 6,414 4 days ago : "LLM Chain for answering questions from documents with citations"
Metaphor : search engine that "understands language — in the form of prompts — so you can say what you're looking for in all the expressive and creative ways"
MemFree 1,039 5 days ago Open Source Hybrid AI Search Engine, Instantly Get Accurate Answers from the Internet, Bookmarks, Notes, and Docs. Support One-Click Deployment

Image / Image Synthesis

The FLUX.1 family of models – Replicate
ToTheBeginning/PuLID: Official code for PuLID: Pure and Lightning ID Customization via Contrastive Alignment 2,619 20 days ago
Edit Your Image : Find all the trending and useful Gradio demos that you can use to edit your images
OutfitAnyone - a Hugging Face Space by HumanAIGC : Ultra-high quality virtual try-on for Any Clothing and Any Person
StockPhotoAI.net : Great stock photos, made for you
Transforming 2D Images into 3D with the AdaMPI AI Model : guide on how to use the AdaMPI AI model for creating 3D photos from 2D images
deep-floyd/IF 7,688 7 months ago : open-source text-to-image model with a high degree of photorealism and language understanding by Stability.AI
Word-As-Image for Semantic Typography : semantically transforming fonts into illustrations
Scribble Diffusion : turn your sketch into a refined image using AI
Muse: Text-To-Image Generation via Masked Generative Transformers
openai/point-e 6,539 5 months ago : OpenAI's point cloud diffusion for 3D model synthesis
[arxiv/2211.11319] VectorFusion : Text-to-SVG by Abstracting Pixel-Based Diffusion Models
Parrot Zone : a database of image synthesis references
Image Synth Link List : a collection of links organized by the collective parrot zone
Ai generative art tools [🔥🔥🔥] : a massive list of shared Google Colab notebooks and tools organized by
Introduction — PyTTI-Tools
pyttitools-PYTTI.ipynb - Colaboratory
pixray/pixray 1,027 about 1 year ago : Pixray is an image generation system
pixray/pixray_notebooks 39 over 2 years ago : pixray demo notebooks
dribnet/pixray-text2image – Run with an API on Replicate
sberbank-ai/ru-dalle 1,642 almost 2 years ago : Generate images from texts. In Russian
Pyttipanna : visual interface for Pytti by . Pytti is created by
Imagen : Google's Text-to-Image Diffusion Models
Make-A-Scene : Meta's creative control for AI image generation
Stable Diffusion : Stability.Ai's text-to-image model that is a breakthrough in speed and quality meaning that it can run on consumer GPUs
CLIPasso : Semantically-Aware Object Sketching
DreamFusion / Twitter : Text-to-3D using 2D Diffusion paper
apple/ml-no-token-left-behind 138 almost 2 years ago : PyTorch Implementation of No Token Left Behind: Explainability-Aided Image Classification and Generation
disco-diffusion/Local_Disco_Diffusion_v4_1.ipynb at main · Midgraph/disco-diffusion
Audio to keyframe string : this tool is used to generate strings for the keyframes of AI animation notebooks, such as , using the volume of audio tracks
S2ML Image Generator [🔥] : evolution of the first VQGAN+CLIP Google Colab notebook by Katherine Crownson maintained by Justin Bennington
Create Variations on Images With Looking Glass 1.1 (ru-DALLE) - YouTube | Artificial Images [🔥]
Looking Glass 1.1 (ru-DALLE) [🔥] : Making ruDALL-E fine tuning quick and painless. Copyright (C) 2021 Bearsharktopus Studios
NÜWA: Visual Synthesis Pre-training for Neural visUal World creAtion (ML Research Paper Explained) - YouTube | Yannic Kilcher
yuval-alaluf/hyperstyle 1,005 about 2 years ago [🔥] : Official Implementation for "HyperStyle: StyleGAN Inversion with HyperNetworks for Real Image Editing"
Vadim Epstein’s Aphantasia library 776 3 months ago [🔥] : CLIP + FFT/DWT/RGB = text to image/video
mikaelalafriz/lucid-sonic-dreams 773 about 3 years ago : syncs GAN-generated visuals to music
Greg Surma - Portfolio
crowsonkb (Katherine Crowson) : who wrote
DALL·E : Creating Images from Text
DALL-E mini : DALL·E mini is an AI model that generates images from any prompt you give!
DALL-E mini GitHub 14,751 about 1 year ago
DALL-E mini Project Report
CLIPIT PixelDraw - Colaboratory
CLIP Guided Diffusion HQ 512x512.ipynb - Colaboratory
Smooth Transitioning Between Position / Rotation / Zoom and Text Inputs by Keyframing Parameters: A Proof of Concept [15,000 Frames] : deepdream
neural-dream Alternatives and Similar Photos & Graphics Apps | AlternativeTo
CoG 21 : Adversarial Reinforcement Learning for Procedural Content Generation
GitHub Repositories of Hugging Face

Image / Image Synthesis / Inbox: Stable Diffusion

Complete guide to samplers in Stable Diffusion - Félix Sanz
Stable Diffusion Models : list of custom Stable Diffusion models
Stable Diffusion KLMC2 Animation.ipynb forked : fork by
Stable Diffusion KLMC2 Animation.ipynb : notebook by to generate animation based on scripted prompts using a technique called KLMC2 discretization of underdamped Langevin dynamics
DETEXTIFY 264 27 days ago : A Python library to remove unwanted pseudo-text from images generated by your favorite generative AI models (Stable Diffusion, Midjourney, DALL·E)
InvokeAI : Stable Diffusion Toolkit and application that runs Windows, Mac and Linux machines, and on GPU cards with as little as 4 GB or RAM
Stability.ai REST API Documentation : service provided by Stability.ai. DreamStudio authentication required to access this REST API
SD GUIDE FOR ARTISTS AND NON-ARTISTS - Google Docs [🔥🔥🔥] : a Google Docs with in-depth tips, tricks, tutorials and more related to Stable Diffusion
Canva Adds a Free and Unlimited AI Text-to-Image Generator | PetaPixel [NEWS]
prompthero/midjourney-v4-diffusion · Hugging Face : Stable Diffusion fine tuned on Midjourney v4 images, by
CHARL-E : Run Stable Diffusion on your M1 Mac
The Illustrated Stable Diffusion : explained by Jay Alammar (Visualizing machine learning one concept at a time)
Img To Music a Hugging Face Space by fffiloni
Atlas KREA Stable Diffusion : An explorable map of KREA AI's Stable Diffusion Search Engine
TheLastBen/fast-stable-diffusion 7,543 about 1 month ago : fast-stable-diffusion, +25-50% speed increase + memory efficient + DreamBooth
NovelAI Improvements on Stable Diffusion | by NovelAI | Oct, 2022 | Medium
ashawkey/stable-dreamfusion 8,296 12 months ago : A pytorch implementation of text-to-3D dreamfusion, powered by stable diffusion
JoePenna/Dreambooth-Stable-Diffusion 3,197 11 months ago [🔥🔥🔥] : Implementation of Dreambooth ( ) with Stable Diffusion (tweaks focused on training faces)
DreamBooth [🔥🔥🔥] : fine tuning text-to-image diffusion models for subject-driven generation
Arki's Stable Diffusion Guides [🔥]
examples/stable-diffusion-finetuning at main · LambdaLabsML/examples 811 about 1 month ago : Fine Tuning Stable Diffusion
lkwq007/stablediffusion-infinity 3,850 over 1 year ago : Outpainting with Stable Diffusion on an infinite canvas
ML News Stable Diffusion Takes Over! (Open Source AI Art) by Yannic Kilcher - YouTube [🔥🔥🔥] : video with examples, updates, and discussion about the impact of Stable Diffusion
Diffusion Models in Vision: A Survey | DeepAI : paper about the diffusion techniques which also discuss the relation with other generative deep learning models
ThereforeGames/txt2mask 518 almost 2 years ago : Automatically create masks for Stable Diffusion inpainting using natural language
basujindal/stable-diffusion 3,135 about 1 year ago : Optimized Stable Diffusion modified to run on lower GPU VRAM
Stable WarpFusion v0.5 (restricted to patreons) : conditioning video frames with Stable Diffusion by
nateraw/stable-diffusion-videos 4,453 2 months ago : Create videos with Stable Diffusion by exploring the latent space and morphing between text prompts
DecorAI : Generate Interior and Exterior Ideas in Seconds
dreamlike.art : image generator based on Stable Diffusion with fine-tuned models such as Dreamlike Photoreal 2.0. Users receive 1 credit per hour up to 50 credits
AITWO.CO : a AI-powered design platform with multiple features
aiimagegenerator.org : free AI art generator that supports Stable Diffusion txt2img and img2img generation, drawing and inpainting
InteriorAIDesigns : a platform which allows the easy redesign of rooms
Playground AI : frontend for Stable Diffusion with 1000 image generations per day
Astria : tailor-made AI image generation
drawanyone : generate drawings based on five input images
DiffusionBee : stable diffusion GUI App
getimg.ai : Generate photo-realistic images from text using Stable Diffusion
Enstil: Fast, open, AI-generated images
Dezgo - Text-to-Image AI generator
PhotoAIStudio : a AI-powered photoshot platform with multiple styles
Baseten : Stable Diffusion Demo
DreamStudio : Frontend for Stable Diffusion API by Stability.ai
Pollinations - pollinations/stable-diffusion-private
tencentarc/gfpgan – Run with an API on Replicate
andreasjansson/stable-diffusion-wip – Run with an API on Replicate
stability-ai/stable-diffusion – Run with an API on Replicate
Osmosis.Studio : web-based content-aware collaborative design tool for generating AI ads that sell real products
Artistic.wtf : stable diffusion GUI App
Prodia : Stable diffusion-based art generator that does not require signup
ComicsMaker.ai : Stable diffusion-based comic book generator with support for text2img, img2img, inpainting and controlnet
POTO.AI : Finetune Stable Difussion model as AI Photographer to generate headshots, portrait and couple wedding photos
camenduru/stable-diffusion-webui-colab 15,636 about 1 month ago : collection of stable diffusion webui colab for different checkpoints
StableDiffusion_WebUI_Simplified.ipynb : versão em português do notebook para rodar a Web UI do Stable Diffusion no Google Colab de graça
GitHub - AUTOMATIC1111/stable-diffusion-webui: Stable Diffusion web UI 142,886 15 days ago : expanded Stable Diffusion web UI
GitHub - sd-webui/stable-diffusion-webui 7,875 3 months ago : Stable Diffusion web UI
Stable_Diffusion_WebUi_Simplified.ipynb - Colaboratory
GitHub - awesome-stable-diffusion/awesome-stable-diffusion 1,497 8 months ago : Curated list of resources for the Stable Diffusion AI Model
Stable Diffusion General Updates Posted by u/ImeniSottoITreni | Reddit : a general update on all the "most important" news/repos available
List of Stable Diffusion systems | Reddit
Stable Diffusion Akashic Records | Maks-s/sd-akashic 1,634 over 1 year ago : A compendium of information regarding Stable Diffusion (SD)
1 week of Stable Diffusion | multimodal.art
Voldy Guide : detailed beginners guide for Stable Diffusion
Dreamer's Guide to Getting Started w/ Stable Diffusion! | Reddit
A collection of sites using Stable Diffusion (and other handy links) | Reddit

Image / Image Synthesis / Hypertechniques

Prompt+ : extended textual conditioning in text-to-image generation
A Beginner's Guide to Line Detection and Image Transformation with ControlNet
Scribble Diffusion : turn your sketch into a refined image using AI (based on ControlNet)
rinongal/textual_inversion 2,930 over 1 year ago : repo contains the official code, data and sample inversions of Textual Inversion paper
2208.01618 An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion : paper that describes the Textual Inversion technique
sd-concepts-library (Stable Diffusion concepts library) : Stable Diffusion Textual Inversion Concepts Library - browse through objects and styles taught by the community to Stable Diffusion and use them in your prompts!
AI Profile Pictures : paid service for generating profile pictures using AI
Training Stable Diffusion with Dreambooth using Diffusers : experiments to analyze the effect of different settings in Dreambooth
fast-DreamBooth.ipynb - Colaboratory : train custom concepts from input images with this simplified DreamBooth colab
(1166) Como Criar Artes Incríveis com o seu Próprio Rosto Usando o Dreambooth! DE FORMA FÁCIL E DE GRAÇA! - YouTube : tutorial in Portuguese on how to train DreamBooth with your own face
Parseq [🔥🔥🔥] : parameter sequencer for Stable Diffusion
deforum-art/sd-webui-deforum 2,706 3 months ago : Deforum extension for AUTOMATIC1111's Stable Diffusion webui
Deforum Stable Diffusion Animation - v5 Math Functions - Demo and Test - YouTube
Deforum Stable Diffusion : generating videos from scripted prompts
(5) Deforum notebook v0.5 for Stable Diffusion animations is out! Now with math automation, perspective flips, prompt weights, video masking and waifus! : StableDiffusion

Image / Image Synthesis / Creative Uses of Generative AI Image Synthesis Tools

De-painting historical photographs | Reddit
img2img animation with hands | Reddit
VID 2 VID user script | Reddit
Seamless textures AI generator for Blender by Antonio Freyre | Twitter
"Shattered" by Ronny Khalil | Twitter : using warp fusion to generate a shattered glass effect
Acid Dance by aiplague | Twitter
Fused video by
Animation with Dall-e + AE | Reddit : Patent drawing of an electronic device that
You Describe & AI Photoshops Faces For You [StyleCLIP] - YouTube
Experimental Films + Machine Learning Week 7 Part 1 (Aphantasia with OpenAI CLIP) - YouTube
GitHub - Sanster/lama-cleaner 19,493 7 days ago : Image inpainting tool powered by SOTA AI Model
AgaMiko/pixel_character_generator 120 over 4 years ago : Generating retro pixel game characters with Generative Adversarial Networks. Dataset "TinyHero" included
Wilco Sierra : A platform that generates engineering challenges for software engineers using GPT

Image / Image Upscaling

Leonardo AI Upscaler : free image upscaler
Remini - AI Photo Enhancer : photo and video enhancer
AI Image Upscaler - Enlarge & Enhance Your Photos for Free - Upscale.media : simple free alternative for image upscaling
Topaz Labs: AI Image Quality Software : "professional grade workflow, with many features" (this is an affiliate link by nejcsusec.beehiiv.com)
AI Image Upscaler - Upscale Photo, Cartoons in Batch Free : "free, browser-based, with five credits per day" reference by nejcsusec.beehiiv.com
Why you should upscale your images : comparing different tools
Model Database - Upscale Wiki : list of models for upscaling images
Gigapixel AI : paid AI image upscaler delivering enhanced detail and resolution
Image Super-Resolution
Upscale to huge sizes and add detail with SD Upscale : StableDiffusion : tutorial on Reddit

Image / Image Restoration

sczhou/codeformer : face restoration algorithm for old photos and AI-generated faces
TencentARC/GFPGAN 35,898 4 months ago : GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration

Image / Image Segmentation

Segment Anything | Meta AI : "a new AI model from Meta AI that can "cut out" any object, in any image, with a single click"

Video and Animation

Melies : All-in-one AI filmmaking software
Pyramid Flow
Infinity AI : a video foundation model that allows you to craft characters and animate them
Sora : OpenAI's text-to-video model
SDV (Stable Diffusion Image To Video) : generates 3 seconds of video in about 30 seconds using an A100 GPU on Colab+
: state-of-the-art text-to-video generation
AILab-CVC/VideoCrafter 4,561 4 months ago : Open Diffusion Models for High-Quality Video Generation
Ssemble : collaborative video editor with a collection of AI plugins
Transforming 2D Images into 3D with the AdaMPI AI Model : guide on how to use the AdaMPI AI model for creating 3D photos from 2D images
Nathan Lands on Twitter: "AI video has started to produce mindblowing results and could eventually disrupt Hollywood / Twitter : Twitter thread with examples of Generative AI tools for video
Stable Animation SDK : a text-to-animation tool for developers by Stability AI
Twelve Labs : multimodal, contextual understanding for video search
Align your Latents : high-resolution video synthesis with latent diffusion models
Gen-2 by Runway : "a multi-modal AI system that can generate novel videos with text, images, or video clips"
CiaraRowles/TemporalNet · Hugging Face : a ControlNet model designed to enhance the temporal consistency of generated outputs
Video-P2P UI - a Hugging Face Space by video-p2p-library : video editing with cross-attention control
Text2Video-Zero - a Hugging Face Space by PAIR : zero-shot text-to-video synthesis diffusion framework
ModelScope - a Hugging Face Space by damo-vilab : text-to-video synthesis
neural frames : tools for animation creation inspired on deforum
dmarx/video-killed-the-radio-star 198 over 1 year ago [🔥] : Notebook and tools for end-to-end automation of music video production with generative AI
Phenaki – Google Research [🔥🔥🔥] : realistic video generation from open-domain textual descriptions
THUDM/CogVideo 9,156 4 days ago : text-to-video generation
baowenbo/DAIN 8,225 almost 2 years ago : Depth-Aware Video Frame Interpolation (CVPR 2019)
Dain-App 1.0 [Nvidia Only] by GRisk : Depth-Aware Video Frame Interpolation (CVPR 2019)
Content Studio AI : Faceless Video Generator

Audio and Music

StemGen: A music generation model that listens
Mustango : "Toward Controllable Text-to-Music Generation"
Lyria by Google DeepMind : "transforming the future of music creation"
Suno AI : "make any song you can imagine"
Riffusion : this AI system generates singing voice for literally any text as input
Stable Audio - Generative AI for music & sound fx
An early look our AI Music experiment - YouTube Blog
What's Generative Music? - Generative Music AI - YouTube
Ultimate Vocal Remover : vocal removal using AI
Introducing Voicebox : The first generative AI model for speech to generalize across tasks with state-of-the-art performance
MusicGen : Meta's tool for generating music
facebookresearch/audiocraft 20,969 10 days ago : a library for audio processing and generation with deep learning
AudioGPT | arxiv : Understanding and Generating Speech, Music, Sound, and Talking Head
AudioLDM : Text-to-Audio Generation with Latent Diffusion Models - Speech Research
lucidrains/musiclm-pytorch 3,166 about 1 year ago : Implementation of MusicLM, Google's new SOTA model for music generation using attention networks, in Pytorch
archinetai/audio-ai-timeline 1,893 11 months ago [🔥🔥🔥] : A timeline of the latest AI models for audio generation, starting in 2023
MusicLM : generating music from text
Harmonai's Dance Diffusion : Open-Source AI Audio Generation Tool For Music Producers – Weights & Biases
Dance Diffusion : the Hugging Face Space by harmonai
MubertAI/Mubert-Text-to-Music 2,733 over 1 year ago : a simple notebook demonstrating prompt-based music generation via Mubert API
DDSP-VST : Neural Audio Synthesis for All
LOVO AI : AI Voiceover & Text to Speech Platform with human-like voices
AIVA : The AI composing emotional soundtrack music
Jukebox : "a neural net that generates music, including rudimentary singing, as raw audio in a variety of genres and artist styles"
Magenta : Music and Art Generation with Machine Intelligence
magenta/magenta 19,175 4 months ago : Magenta's official GitHub repository
AI Image to sound [Melobytes.com]
archinetai/audio-diffusion-pytorch 1,961 over 1 year ago : Audio generation using diffusion models, in PyTorch

Speech / Text-to-speech (TTS) and avatars

Parler-TTS : fully open-source high-quality TTS
p0n1/epub_to_audiobook 1,138 3 months ago : EPUB to audiobook converter, optimized for Audiobookshelf
The "Voice Cloning AIs" they never tell you about (and how they work) : Youtube video by @bycloud summarizing the available technologies for voice cloning
Voice-Swap : transform vocals to match the style of a list of singers
Shaunwei/RealChar 6,019 4 months ago : AI Character/Companion in Realtime
UneeQ Digital Humans : 3D character lib synced
AI Voice Generator : free online AI-powered text-to-speech generator that creates voice overs with natural, realistic voices
KangweiiLiu/Awesome_Audio-driven_Talking-Face-Generation 130 about 2 years ago : A curated list of resources of audio-driven talking face generation
Play.ht : "AI voice generator and realistic text to speech online"
Murf AI | AI Voice Generator : versatile text to tpeech software
VALL-E : synthesize high-quality personalized speech with only a 3-second samples
Eleven Labs Beta [🔥] : a TTS service that adds emotion to the generated voice
neonbjb/tortoise-tts 13,225 3 months ago : "A multi-voice TTS system trained with an emphasis on quality"
Studio D-ID : create video with still images synced with text-to-speech tool [#avatar]
Synthesia : AI Video Generation Platform [#avatar]
Speech Studio - Microsoft Azure : Microsoft's cloud cognitive services

Speech / Text-to-speech (TTS) and avatars / Podcast generators

Google NotebookLM : generate podcast episodes based on your uploaded references
Illuminate : transform your content into engaging AI‑generated audio discussions also by Google

Speech / Speech-to-text (STT) and spoken content analysis

Introducing Universal-1 : multilingual speech-to-text
ggerganov/whisper.cpp 35,706 5 days ago : Port of OpenAI's Whisper model in C/C++. It can be executed locally
Good Tape : paid service for transcription
shashikg/WhisperS2T 310 3 months ago : An Optimized Speech-to-Text Pipeline for the Whisper Model
Vaibhavs10/insanely-fast-whisper 7,731 5 months ago : accelerates transcription with the combination of OpenAI's Whisper Large v2, HF Transformers, Optimum, and flash attention
facebookresearch/seamless_communication 10,931 7 days ago : Foundational Models for State-of-the-Art Speech and Text Translation
LeMUR : a single API, enabling developers to reason over their spoken data with a few lines of code

Games

The Generative AI Revolution in Games | Andreessen Horowitz : this article presents a list of use cases of generative AI in games
AI for Game Development : Creating a Farming Game in 5 Days. Part 1

Code and Programming

batchai 24 4 days ago : A supplement to Copilot and Cursor - utilizes AI for batch processing of project codes
Archie : AI-Driven Product Architect that Designs and Plans Software Applications
DhiWise : DhiWise is an app development platform that automates coding tasks, letting developers focus on core functionalities
New study on coding behavior raises questions about impact of AI on software development – GeekWire
CostGPT: Software Development Cost Calculator : "find the cost, time and the best tech stack for any kind of software, tools that you want to build using the power of AI"
codefuse-ai/Awesome-Code-LLM 1,696 2 days ago : a curated list of language modeling researches for code and related datasets
tldraw/draw-a-ui 5,141 20 days ago : draw a mockup and generate HTML for it
deepseek-ai/DeepSeek-Coder 6,837 6 months ago : a tool that experiments the motto "let the code write itself"
Cody : AI coding assistant
Kombai : generate UI code per component from Figma
geekan/MetaGPT 45,280 10 days ago : the multi-agent framework that, give one line requirement, return PRD, design, tasks, repo
ZZZ Code AI : AI-powered free website to get any programming question answered or code generated
Rapidpages : create React & Tailwind landing pages using AI
Teaching Programming in the Age of ChatGPT – O’Reilly
GPT Web App Generator : generates a webapp from a title, description, and other simple parameters
wolfia-app/gpt-code-search 199 over 1 year ago : search a codebase with natural language using AI
Dedicated File for Inbox for GenAI + Dev 2,538 8 days ago : a list for further analysis and organization of GenAI + dev references
e2b-dev/e2b 7,025 6 days ago : "Open-source platform for building AI-powered virtual software developers"
Metabob : Generative AI to improve and automate code reviews
gventuri/pandas-ai 13,516 5 days ago : Pandas AI is a Python library that integrates LLMs capabilities into Pandas, making dataframes conversational
A Systematic Evaluation of Large Language Models of Code : arxiv paper
pgosar/ChatGDB 903 about 1 year ago : "Harness the power of ChatGPT inside the GDB debugger"
The Impact of AI on Developer Productivity: Evidence from GitHub Copilot | arxiv
openai/openai-cookbook 59,807 8 days ago : Examples and guides for using the OpenAI API
Reduce costs when prompting using GPT
Co-Developer GPT engine 11 20 days ago local r/w file access and execute actions from an OpenAI GPT
Potpie Open Source AI Agents for your codebase in minutes. Use pre-built agents for Q&A, Testing, Debugging and System Design or create your own purpose-built agents

Multimodal

[2406.09403] Visual Sketchpad: Sketching as a Visual Chain of Thought for Multimodal Language Models
BradyFU/Awesome-Multimodal-Large-Language-Models 12,711 2 days ago : Latest Papers and Datasets on Multimodal Large Language Models, and Their Evaluation
NExT-Chat: An LMM for Chat, Detection and Segmentation
roboflow/awesome-openai-vision-api-experiments 1,647 9 months ago : Examples showing how to use the OpenAI vision API to run inference on images, video files and webcam streams

Multimodal / Multimodal Embedding Space

Microsoft KOSMOS-2 : new capabilities of perceiving object descriptions (e.g., bounding boxes) and grounding text to the visual world
Segment Anything | Meta AI : "a new AI model from Meta AI that can "cut out" any object, in any image, with a single click"
facebookresearch/ImageBind 8,362 4 months ago : ImageBind One Embedding Space to Bind Them All

Datasets

Ego-Exo4D : a foundational dataset by Meta for research on video learning and multimodal perception
Carolina : General Corpus of Contemporary Brazilian Portuguese with provenance and typology information - Corpus Geral do Português Brasileiro Contemporâneo
RedPajama-Data-v2 by Together AI : an open dataset with 30 trillion tokens for training Large Language Models
Have I Been Trained? : tool for searching 5.8 billion images used to train popular AI art models
laion-aesthetic-6pls : exploring 12 million of the 2.3 billion images used to train Stable Diffusion's image generator
CLIP retrieval for laion5B : CLIP retrieval using Laion5B. "It works by converting the text query to a CLIP embedding , then using that embedding to query a knn index of clip image embedddings"
rom1504/clip-retrieval 2,411 7 months ago : Easily compute CLIP embeddings and build a CLIP retrieval system with them
LAION : Large-scale Artificial Intelligence Open Network
gabolsgabs/DALI 349 over 4 years ago : a large Dataset of synchronised Audio, LyrIcs and vocal notes

Misc / AI and Education

Teaching AI to Teach Us: A New Era of Personalized Education

Misc / People and works / Interesting Twitter Accounts

Hassan El Mghari (@nutlope) / X : the creator of

Misc / People and works / Interesting Instagram Accounts, Posts and Reels

science on Instagram: “Human evolution generated by AI Stable Diffusion”
Deep Music Visualizer
Lucid Sonic Dreams (@lucidsonicdreams)

Misc / People and works / Interesting Youtube Channels

Artificial Images : Demos and explanations to make art using machine learning
Glenn Marshall Neural Art
How to Generate Art - Intro to Deep Learning #8

Misc / People and works / Interesting GitHub Repositories

dvschultz : Derrick Schultz's GitHub
dvschultz/ml-art-colabs 826 almost 3 years ago : collection of Google Colab Notebooks for ML Arts
Structured State Space for Sequence Modeling (S4) 2,466 4 months ago [🔥] : Stole generation from the gods

Misc / People and works / Artists and Artworks

Ai Generated Music Video - Deltron 3030 - Virus - YouTube
Artificial Realities: Coral / Twitter : artwork by commissioned by World Economic Forum
Creep - YouTube [🔥] by : how did they translated the images using VQGAN+CLIP? How did they seamlessly wander on the latent space?
35 Artists Using AI With Under 1000 Followers That You Need To Follow Today / Twitter
Computer Vision Art Gallery : CVPR 2021 : artworks dealing with computer vision technologies
Confluence : a generative art project by Devi Parikh on BrainDrops
Learning to See – Memo Akten | Mehmet Selim Akten | The Mega Super Awesome Visuals Company
Alien Dreams: An Emerging Art Scene - ML@B Blog
Neural Zoo | Sofia Crespo
KRЯRL DЯAWINGS: Runway ML -- 3rd "Model" (based on long poses)
Frea Buckler ~ Artist : obras usadas para criar essa rede
(Non-)Human
Authentic Digital Art - Unknown Departure | SuperRare
A Selection of Machine Learning Art Inspiration
Top 25 AI Artists of 2021 (Photos, Profiles & History of AI Art)- AIArtists.org : AIArtists.org showcases leading artists using Artificial Intelligence, tools to make AI Art, and a timeline of AI Art History
Helena Sarin – Artist Profile (Photos, Videos, Exhibitions) — AIArtists.org
Images Generated By AI Machines (@images_ai) / Twitter
https://www.instagram.com/refikanadol/
The Steampunk Circus Human Machine Collaboration - Video, Sound and Stories with AI / YouTube

Misc / People and works / Galleries

AICAN
Ganvas Studio - Neural Network Paintings
Syn Feather Sweater / STRELITZIA – HATRA E STORE
Hannibal046/Awesome-LLM: Awesome-LLM 18,957 about 11 hours ago : a curated list of Large Language Model
AlexChalakov/awesome-generative-ai-companies 99 5 months ago : a curated list of Gеnerative AI companies, sorted by focus area and total fundraised amount
kyrolabs/awesome-langchain 7,645 3 months ago : 😎 Awesome list of tools and project with the awesome LangChain framework
KangweiiLiu/Awesome_Audio-driven_Talking-Face-Generation 130 about 2 years ago : A curated list of resources of audio-driven talking face generation
amrzv/awesome-colab-notebooks 1,351 20 days ago [🔥] : Collection of google colaboratory notebooks for fast and easy experiments
steven2358/awesome-generative-ai 5,892 2 months ago [🔥🔥🔥] : A curated list of modern Generative Artificial Intelligence projects and services
jonathandinu/awesome-ai-art 343 5 months ago [🔥🔥🔥] : "A list of AI Art courses, tools, libraries, people, and places"
margaretmz/awesome-ai-art-design 30 almost 3 years ago : An awesome list: AI for art and design
toxtli/awesome-machine-learning-jupyter-notebooks-for-colab 289 about 5 years ago : A curated list of Machine Learning and Deep Learning tutorials in Jupyter Notebook format ready to run in Google Colaboratory
chaosreactor/awesome-generative-ai 42 6 months ago : An awesome list of low- and no-code generative AI resources
altryne/awesome-ai-art-image-synthesis 1,728 almost 2 years ago [🔥] : A list of awesome tools, ideas, prompt engineering tools, colabs, models, and helpers for the prompt designer playing with aiArt and image synthesis. Covers Dalle2, MidJourney, StableDiffusion, and open source tools
justinpinkney/awesome-pretrained-stylegan2 1,262 over 2 years ago : A collection of pre-trained StyleGAN 2 models to download

Misc / Bio experiments

fMRI-to-image : tweet by "The 'presented images' were shown to a group of humans. The 'reconstructed images' were the result of an fMRI output to Stable Diffusion. In other words, Stable Diffusion literally read people's minds."

Misc / Jobs in Generative AI

Jobs and talents in AI/ML, Data Science and Big Data | ai-jobs.net

Misc / Improving Google Colab experience

7 ways to load external data into Google Colab | by B. Chen | Towards Data Science
10 tricks for a better Google Colab experience | by Cyprien NIELLY | Towards Data Science
Quickly share ML WebApps from Google Colab using ngrok for Free | by AbdulMajedRaja RS | Towards Data Science
Jupyter Widgets for Interactivity in Google Colab : notebook with examples of using Jupyter Widgets in Colab, allowing interactive inputs
Jupyter Widgets official documentation

Misc / Auxiliary tools and concepts

Rosie : AI Phone Answering Service
MuckBrass : Find & Validate Startup Ideas using AI
ResumeDive : A resume boosting service using AI
Owlbot : AI Support Agent
fynk : AI powered contract management software
Taskbase : Virtual assistants packaged with AI powered software
AI Wedding Toast : Generate a personalized wedding speech with AI
Interviews Chat : Your Personal Interview Prep & Copilot
Inline Help : Answer customer questions before they ask
LinkActions : AI Internal Links Assistant
Marblism : Generate a SaaS boilerplate from a prompt
SiteSpeakAI : Automate your customer support with AI
Room Reinvented : Transform your room effortlessly with Room Reinvented! Upload a photo and let AI create over 30 stunning interior styles. Elevate your space today
FairyTailAI : Personalized bedtime story generator
PromptPal : Search for prompts and bots, then use them with your favourite AI. All in one place
Never Jobless LinkedIn Message Generator : Maximize Your Interview Chances with AI-Powered LinkedIn Messaging
Aispect : New way to experience events
SiteGPT : Make AI your expert customer support agent
PressPulse AI : Get personalized media coverage leads every morning
GPTHelp.ai : ChatGPT for your website / AI customer support chatbot
chaiNNer-org/chaiNNer 4,637 24 days ago : A node-based image processing and AI upscaling GUI that makes it easy to chain together complex processing tasks
BIRME : Bulk Image Resizing Made Easy 2.0 (Online & Free)
The Art of PNG Glitch
HashLips/hashlips_art_engine 7,193 7 months ago : tool used to create multiple different instances of artworks based on provided layers
Taplio : The all-in-one, AI-powered LinkedIn tool
Galichat.com : AI Support Assistant that helps you grow your business
Aidbase AI-Powered Support for your SaaS startup
Socialsonic AI LinkedIn Coach: Personalized content, trends & scheduling

Misc / Auxiliary tools and concepts / Dimension reduction techniques

Why you should use Topological Data Analysis over t-SNE or UMAP?
YingfanWang/PaCMAP: PaCMAP: Large-scale Dimension Reduction Technique Preserving Both Global and Local Structure 537 5 days ago
UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction
Visualizing Data using t-SNE

Misc / Roadmaps, Tracks, Rails

(1166) A Hackers' Guide to Language Models - YouTube
Generative AI for Beginners [🔥🔥] : introductory 12 lesson course by Microsoft
Introduction to Generative AI : series of Medium articles by Youssef Hosni
Prompt Engineering Roadmap - roadmap.sh
Prompt Engineering Guide | Learn Prompting: Your Guide to Communicating with AI
Short Courses | Learn Generative AI from DeepLearning.AI

Backlinks from these awesome lists:

More related projects: