zhimin-z/awesome-awesome-artificial-intelligence

A curated list of awesome curated lists of many topics related to artificial intelligence.

Awesome Awesome Artificial Intelligence

Awesome Awesome Artificial Intelligence contains many awesome topics closely related to artificial intelligence.

Additionally, we provide a search toolkit that helps you quickly navigate through the awesome lists.

If you want to contribute to this list (please do), welcome to propose a pull request.

If you have any suggestions, critiques, or questions regarding this list, welcome to raise an issue.

Also, a listed repository should be excluded if:

• It is not popular enough ($\lt\sim500$ stars).
• It is not actively maintained ($\gt\sim1$ year).

Notice: Thanks to the static nature of the markdown format, we do not intend to assign multiple categories to any single entry.

General

Name	Description	Popularity
Awesome AI-ML-DL	Artificial intelligence, machine learning, and deep learning.
Awesome AI Tools	Utilities of artificial intelligence.
Awesome Artificial Intelligence	Artificial intelligence courses, books, video lectures and papers.
Awesome Deep Learning	Deep learning tutorials, projects, and communities.
Awesome Deep Learning Resources	Recent papers regarding deep learning.
Awesome Generative AI	Projects, tools, artworks, and models on generative AI.
Awesome Generative AI	Projects and services on generative AI.
Awesome Machine Learning	Machine learning frameworks, libraries, and software.
Awesome ML	Resources on machine learning, analytics, and data science.
Awesome Open Data-centric AI	Tools for data-centric AI on unstructured data.
Awesome Project Ideas	Practical deep learning and machine learning project ideas.
Awesome Rust Machine Learning	Machine learning libraries written in Rust.

Compute-specific

Alignment & Regulation

Name	Description	Popularity
Awesome AI Guidelines	Artificial intelligence guidelines, principles, codes of ethics, standards, regulations, and beyond.
Awesome RLHF	Research papers for reinforcement learning with human feedback.

AutoML

Name	Description	Popularity
Awesome AutoDL	Resources for automated deep learning.
Awesome AutoML Papers	Automated machine learning papers, articles, tutorials, slides, and projects.

Compilation

Name	Description	Popularity
Awesome Tensor Compilers	Compiler projects and papers for tensor computation and deep learning.

Compression

Name	Description	Popularity
Awesome Pruning	Neural network pruning resources.

Efficiency & Performance

Name	Description	Popularity
Awesome EMDL	Deep learning research resources on embedded and mobile.

Explainability & Interpretability

Name	Description	Popularity
Awesome Explainable AI	Research materials on explainable AI.
Awesome Explainable Graph Reasoning	Research papers and software related to explainability in graph machine learning.
Awesome Machine Learning Interpretability	Machine learning interpretability resources.

Privacy & Security

Name	Description	Popularity
Awesome Blockchain AI	Blockchain projects for artificial intelligence and machine learning.
Awesome Federated Learning	Resources related to federated learning and privacy in machine learning.
Awesome Federated Learning Resources	Papers, frameworks, and datasets of federated learning on graph and tabular data.
Awesome Federated Machine Learning	Federated learning, including research papers, books, codes, tutorials, videos, and beyond.

Robustness

Name	Description	Popularity
Awesome Graph Adversarial Learning	Resources for adversarial attack and defense on graph data.
Awesome Graph Adversarial Learning Literature	Adversarial attacks and defenses papers on graph-structured data.
Awesome Imbalanced Learning	Resources on class-imbalanced/long-tail learning.

System & Production

Name	Description	Popularity
Awesome MLOps	MLOps resources.
Awesome MLOps	MLOps tools.
Awesome Production Machine Learning	Libraries that will help you deploy, monitor, version, scale, and secure machine learning productionization.
Awesome System for Machine Learning	Research in machine learning systems.

Learning Paradigm

Reinforcement Learning

Name	Description	Popularity
Awesome Deep RL	Deep reinforcement learning resources.
Awesome Game AI	Resources for multi-agent reinforcement learning.
Awesome Offline RL	Research for offline reinforcement learning.
Awesome RL	Resources dedicated to reinforcement learning.

Supervised Learning

Name	Description	Popularity
Awesome Contrastive Self-supervised Learning	Research on contrastive self-supervised learning.
Awesome Graph Self-Supervised Learning	Self-supervised graph representation learning resources.
Awesome Instruction Tuning Dataset	Datasets to train instruction-following LLMs.
Awesome Learning with Noise Labels	Resources for learning with noisy labels.
Awesome Self-supervised Learning	Resources on self-supervised learning.
Awesome Semi-supervised Learning	Resources on semi-supervised learning.

Domain-specific

Agent

Name	Description	Popularity
Awesome AI Agent	AI autonomous agents.
Awesome Embodied Agent with LLMs	Embodied agents based on LLMs.
Awesome Mixture-of-Experts	Resources about mixture-of-experts (MoE).
Awesome LLM-Powered Agent	LLM-powered agents.
Awesome Papers Autonomous Agent	Papers focusing on autonomous agents.

Anomaly Detection

Name	Description	Popularity
Awesome Industrial Anomaly Detection	Papers and datasets for industrial anomaly detection.

Audio Processing

Name	Description	Popularity
Awesome Speech Recognition Speech Synthesis Papers	Resources regarding speech recognition and speech synthesis.
Awesome Whisper	Resources for Whisper.

Computer Vision

Name	Description	Popularity
Awesome AI Image Synthesis	Tools, ideas, models, and helpers for the prompt designer playing with AI art and image synthesis.
Awesome Diffusion Models	Resources for diffusion models.
Awesome Face Forgery Generation and Detection	Articles and codes related to face forgery generation and detection.
Awesome Image Classification	Image classification papers and codes in deep learning.
Awesome Image Colorization	Deep learning-based image colorization and video colorization papers.
Awesome Image Registration	Books, papers, videos, and toolboxes related to image registration.
Awesome Image Translation	Resources image-to-image translation.
Awesome Neural Radiance Fields	Resources related to neural radiance fields.
Awesome Open Set Recognition list	Resources related to open set recognition, out-of-distribution, open set domain adaptation, and open world recognition.
Awesome Person Re-identification	Articles for person re-identification.
Awesome Prompting Papers in Computer Vision	Prompt-based papers in computer vision and vision-language learning.
Awesome Stable Diffusion	Resources for generative adversarial networks.
Awesome Talking Face	Resources for talking face generation.
Awesome Talking Face Generation	Resources for talking face generation.
Awesome Talking Head Generation	Resources for image-driven talking head generation.
Awesome Video Diffusion	Diffusion models for video generation, editing, restoration, understanding, etc..

Finance

Name	Description	Popularity
Awesome AI in Finance	Machine learning strategies and tools in the financial market.

Knowledge Engineering

Name	Description	Popularity
Awesome Knowledge Graph	Tutorials, databases, tools, and other resources for knowledge graph.
Awesome Knowledge Graph	Tutorials, projects, and communities for knowledge graph.
Awesome Knowledge Graph Reasoning	Collections of knowledge graph reasoning works, including papers, codes, and datasets.
Awesome Vector Search	Collections of vector search-related libraries, services, and research papers.

Mathematics

Name	Description	Popularity
Awesome Machine Learning for Combinatorial Optimization Resources	Resources that utilize machine learning technologies to solve combinatorial optimization problems.
Awesome Neural ODE	Resources regarding the interplay between differential equations, deep learning, dynamical systems, control, and numerical methods.

Miscellaneous

Name	Description	Popularity
Awesome Domain LLM	Models, datasets, and evaluation benchmarks for various domains.

Multi-modal learning

Name	Description	Popularity
Awesome LLM 3D	Multi-modal large language models in 3D world resources.
Awesome Multimodal Large Language Models	Multimodal large language models (MLLM).
Awesome Multimodal Machine Learning	Research topics in multimodal machine learning.
Awesome Multimodal Research	Multimodal-related research.

Natural Language Processing

Name	Description	Popularity
Awesome ChatGPT	Tools, demos, and docs for ChatGPT and GPT-3.
Awesome ChatGPT	ChatGPT resources.
Awesome ChatGPT	ChatGPT resources, including libraries, SDKs, APIs, and more.
Awesome ChatGPT	Resources, tools, applications, and usages of ChatGPT.
Awesome ChatGPT	Tools, documents, applications, and use cases for ChatGPT.
Awesome ChatGPT	Resources, tools, applications, and usages of ChatGPT.
Awesome ChatGPT	ChatGPT resources, including demos, tools, articles, and more.
Awesome ChatGPT API	Apps and tools that not only use the new ChatGPT API but also allow users to configure their API keys, enabling free and on-demand usage of their quota.
Awesome ChatGPT Dataset	Prompts to datasets to train LLMs.
Awesome ChatGPT Prompts	Prompts to use ChatGPT better.
Awesome ChatGPT Prompts (CN)	Chinese prompts to use ChatGPT better.
Awesome ChatGPT Repositories	Resources dedicated to open-source GitHub repositories related to ChatGPT.
Awesome Chinese LLM	Resources for LLM in Chinese.
Awesome Deep Learning for Natural Language Processing	Deep learning for natural language processing resources.
Awesome Efficient LLM	Resources for efficient large language models.
Awesome Free ChatGPT	Resources for ChatGPT mirror sites.
Awesome GPT	Resources related to GPT, ChatGPT, OpenAI, LLM, and more.
Awesome GPT Store	GPTS available in public.
Awesome GPT Store	GPTs in the GPT Store.
Awesome-GPTs	GPTs on the OpenAI platform.
Awesome GPTs	GPTs created by the community.
Awesome GPTs Prompts	Prompts from the top-rated GPTs in the GPTs Store.
Awesome GPT-3	Demos and articles about the OpenAI GPT-3 API.
Awesome GPT-4	Prompts, tools, and resources regarding the GPT-4 language model.
Awesome Graph LLM	Resources for graph-related LLMs.
Awesome LangChain	Tools and projects with the LangChain framework.
Awesome LLMOps	LLMOps tools for developers.
Awesome LLMs Evaluation Papers	Evaluation papers for LLMs.
Awesome LLMs in China	LLMOps tools for developers.
Awesome LLM Apps	LLM apps built with Retrieval Augmented Generation (RAG) and AI agents.
Awesome LLM Inference	LLM inference papers with code.
Awesome LLM Long Context Modeling	Must-read papers and blogs on LLM-based long context modeling.
Awesome LLM RAG	Advanced papers of RAG in LLMs.
Awesome LLM RAG Application	Application resources based on LLM with RAG pattern.
Awesome Pretrained Chinese NLP Models	Pre-trained NLP models in Chinese.
Awesome Prompt Engineering	Resources for prompt engineering.
Awesome Question Answering	Resources on question answering.
Awesome Totally Open Chatgpt	Open alternatives to ChatGPT.

Recommendation System

Name	Description	Popularity
Awesome Deep Learning Papers for Search Recommendation Advertising	Deep learning papers for industrial search, recommendation, and advertisement.
Awesome LLM for RecSys	Papers and resources for LLM-related recommender system topics.
Awesome LLM4Rec Papers	Deep learning papers for industrial search, recommendation and advertisement.

Remote Sensing

Name	Description	Popularity
Awesome Remote Sensing Foundation Models	Papers, datasets, benchmarks, code, and pre-trained weights for remote sensing foundation models (RSFMs).

Robotics

Name	Description	Popularity
Awesome LLM Robotics	Resources using large language/multi-modal models for Robotics/RL, including papers, codes, and related websites.
Awesome Robotics	Books, courses, and other resources for robotics.
Awesome Robotics Foundation Models	Resources regarding robotics-specific foundation models.
Awesome Robotics Project	Open-source, affordable, less-known, or visionary robotics projects, and robotics tooling companies.

Software Engineering

Name	Description	Popularity
Awesome AIOps	Resources for AIOps.
Awesome Machine Learning for Compilers and Program Optimisation	Research papers, datasets, and tools for applying machine learning techniques to compilers and program optimization.

Time Series

Name	Description	Popularity
Awesome Time Series	Papers, code, and other resources for time series forecasting.
Awesome Time Series	Resources for time series forecasting.
Awesome Time Series Anomaly Detection	Tools and datasets for anomaly detection on time-series data.

Network Architecture

Generative Adversarial Network

Name	Description	Popularity
Awesome GAN	Resources for generative adversarial networks.
Awesome GAN for Medical Imaging	GAN resources in medical imaging.
Awesome KAN	Libraries, projects, tutorials, papers, and other resources related to Kolmogorov-Arnold Network (KAN).

Graph Neural Network

Name	Description	Popularity
Awesome Graph Classification	Graph classification methods, covering embedding, deep learning, graph kernel, and factorization papers with reference implementations.
Awesome Graph Neural Networks	Resources related to graph neural networks.
Awesome Self-supervised GNN	Papers on self-supervised learning on graph neural networks.

Transformer

Name	Description	Popularity
Awesome Detection Transformer	Papers for detection and segmentation with Transformer.
Awesome Transformers	Transformer models.
Awesome Transformer Attention	Vision Transformers and attention, including papers, codes, and related websites.
Awesome Transformers in Medical Imaging	Resources on applications of Transformer in medical imaging.
Awesome Transformer NLP	NLP resources focused on the Transformer, attention mechanism, etc..
Awesome Visual Transformer	Research about Transformer with vision.

Miscellaneous

Name	Description	Popularity
Awesome Equivariant Network	Papers for equivariant neural networks.
Awesome Neural Geometry	Resources related to the geometry of representations in the brain, deep networks, and beyond.

Courses

Name	Description	Popularity
Awesome AIGC Tutorials	Tutorials and resources for large language models, AI painting, and more.
Awesome Machine Learning and AI Courses	Free machine learning and AI courses with video lectures.
Awesome Summer School in Machine Learning	Summer schools in machine learning + related fields across the globe.

Career

Name	Description	Popularity
Awesome AI Residency	AI residency programs.