Awesome Awesome Machine Learning

Awesome Awesome Machine Learning is a curated list of many awesome topics closely related to machine learning.

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 an awesome list.

General

Name	Description	Popularity
Awesome AI-ML-DL	A curated list of awesome resources of artificial intelligence, machine learning, and deep learning.
Awesome AI Tools	A curated list of awesome utilities of artificial intelligence.
Awesome Artificial Intelligence	A curated list of awesome artificial intelligence courses, books, video lectures and papers.
Awesome Deep Learning	A curated list of awesome deep learning tutorials, projects, and communities.
Awesome Deep Learning Resources	A curated list of awesome recent papers regarding deep learning.
Awesome Machine Learning	A curated list of awesome machine learning frameworks, libraries, and software.
Awesome ML	A curated list of awesome resources on machine learning, analytics, and data science.
Awesome Open Data-centric AI	A curated list of awesome tools for data-centric AI on unstructured data.
Awesome Project Ideas	A curated list of awesome practical deep learning and machine learning project ideas.

Feature-specific

AutoML

Name	Description	Popularity
Awesome AutoDL	A curated list of awesome resources for automated deep learning.
Awesome AutoML Papers	A curated list of awesome automated machine learning papers, articles, tutorials, slides, and projects.

Compilation

Name	Description	Popularity
Awesome Tensor Compilers	A curated list of awesome compiler projects and papers for tensor computation and deep learning.

Compression

Name	Description	Popularity
Awesome Pruning	A curated list of awesome neural network pruning resources.

Edge

Name	Description	Popularity
Awesome EMDL	A curated list of awesome deep learning research resources on embedded and mobile.

Alignment & Regulation

Name	Description	Popularity
Awesome AI Guidelines	A curated list of awesome artificial intelligence guidelines, principles, codes of ethics, standards, regulation, and beyond.
Awesome RLHF	A curated list of awesome research papers for reinforcement learning with human feedback.

Explainability & Interpretability

Name	Description	Popularity
Awesome Explainable AI	A curated list of awesome research materials on explainable AI.
Awesome Explainable Graph Reasoning	A curated list of awesome research papers and software related to explainability in graph machine learning.
Awesome Machine Learning Interpretability	A curated list of awesome machine learning interpretability resources.

Privacy & Security

Name	Description	Popularity
Awesome Blockchain AI	A curated list of awesome blockchain projects for artificial intelligence and machine learning.
Awesome Federated Learning	A curated list of awesome resources related to federated learning and privacy in machine learning.
Awesome Federated Learning on Graph and Tabular Data	A curated list of awesome papers, frameworks, and datasets of federated learning on graph and tabular data.
Awesome Federated Machine Learning	A curated list of awesome federated learning, including research papers, books, codes, tutorials, videos, and beyond.

Robustness

Name	Description	Popularity
Awesome Graph Adversarial Learning	A curated list of awesome resources for adversarial attack and defense on graph data.
Awesome Graph Adversarial Learning Literature	A curated list of awesome adversarial attacks and defenses papers on graph-structured data.

System & Production

Name	Description	Popularity
Awesome MLOps	A curated list of awesome MLOps resources.
Awesome MLOps	A curated list of awesome MLOps tools.
Awesome Production Machine Learning	A curated list of awesome libraries that will help you deploy, monitor, version, scale, and secure machine learning productionization.
Awesome System for Machine Learning	A curated list of awesome research in machine learning systems.

Learning Paradigm

Reinforcement Learning

Name	Description	Popularity
Awesome Deep RL	A curated list of awesome deep reinforcement learning resources.
Awesome Game AI	A curated list of awesome resources for multi-agent reinforcement learning.
Awesome Offline RL	A curated list of awesome research for offline reinforcement learning.
Awesome RL	A curated list of awesome resources dedicated to reinforcement learning.

Supervised Learning

Name	Description	Popularity
Awesome Contrastive Self-supervised Learning	A curated list of awesome research on contrastive self-supervised learning.
Awesome Graph Self-Supervised Learning	A curated list of awesome self-supervised graph representation learning resources.
Awesome Instruction Tuning Dataset	A curated list of awesome datasets to train instruction-following LLMs.
Awesome Self-supervised Learning	A curated list of awesome resources on self-supervised learning.
Awesome Semi-supervised Learning	A curated list of awesome resources on semi-supervised learning.

Application

Audio Processing

Name	Description	Popularity
Awesome Speech Recognition Speech Synthesis Papers	A curated list of awesome resources regarding speech recognition and speech synthesis.
Awesome Whisper	A curated list of awesome resources for Whisper.

Computer Vision

Name	Description	Popularity
Awesome AI Image Synthesis	A curated list of awesome tools, ideas, models, and helpers for the prompt designer playing with AI art and image synthesis.
Awesome Face Forgery Generation and Detection	A curated list of awesome articles and codes related to face forgery generation and detection.
Awesome Image Classification	A curated list of awesome image classification papers and codes in deep learning.
Awesome Image Colorization	A curated list of awesome deep learning-based image colorization and video colorization papers.
Awesome Image Registration	A curated list of awesome books, papers, videos, and toolboxes related to image registration.
Awesome Image Translation	A curated list of awesome resources image-to-image translation.
Awesome Prompting Papers in Computer Vision	A curated list of awesome prompt-based papers in computer vision and vision-language learning.
Awesome Stable Diffusion	A curated list of awesome resources for generative adversarial networks.
Awesome Talking Face	A curated list of awesome resources for talking face generation.
Awesome Talking Face Generation	A curated list of awesome resources for talking face generation.
Awesome Talking Head Generation	A curated list of awesome resources for image-driven talking head generation.
Awesome Video Diffusion	A curated list of awesome diffusion models for video generation, editing, restoration, understanding, etc..

Multi-modal learning

Name	Description	Popularity
Awesome Multimodal Large Language Models	A curated list of Multimodal Large Language Models (MLLM).
Awesome Multimodal Machine Learning	A curated list of awesome research topics in multimodal machine learning.
Awesome Multimodal Research	A curated list of multimodal-related research.

Natural Language Processing

Name	Description	Popularity
Awesome ChatGPT	A curated list of awesome tools, demos, and docs for ChatGPT and GPT-3.
Awesome ChatGPT	A curated list of awesome ChatGPT resources.
Awesome ChatGPT	A curated list of awesome ChatGPT resources, including libraries, SDKs, APIs, and more.
Awesome ChatGPT	A curated list of awesome resources, tools, applications, and usages of ChatGPT.
Awesome ChatGPT	A curated list of awesome resources, tools, applications, and usages of ChatGPT.
Awesome ChatGPT	A curated list of awesome ChatGPT resources, including demos, tools, articles, and more.
Awesome ChatGPT API	A curated list of awesome 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 Prompts	A curated list of awesome prompts to use ChatGPT better.
Awesome ChatGPT Prompts (CN)	A curated list of awesome Chinese prompts to use ChatGPT better.
Awesome ChatGPT Repositories	A curated list of awesome resources dedicated to open-source GitHub repositories related to ChatGPT.
Awesome Chinese LLM	A curated list of awesome resources for LLM in Chinese.
Awesome Deep Learning for Natural Language Processing	A curated list of awesome deep learning for natural language processing resources.
Awesome Efficient LLM	A curated list of awesome resources for efficient large language models.
Awesome Free ChatGPT	A curated list of awesome resources for ChatGPT mirror sites.
Awesome GPT	A curated list of awesome resources related to GPT, ChatGPT, OpenAI, LLM, and more.
Awesome-GPTs	A curated list of awesome GPTs on the OpenAI platform.
Awesome GPT-3	A curated list of awesome demos and articles about the OpenAI GPT-3 API.
Awesome GPT-4	A curated list of awesome prompts, tools, and resources regarding the GPT-4 language model.
Awesome Graph LLM	A curated list of awesome resources for graph-related LLMs.
Awesome LLMOps	A curated list of awesome Chinese LLMs.
Awesome LLMs in China	A curated list of awesome LLMOps tools for developers.
Awesome Pretrained Chinese NLP Models	A curated list of awesome pre-trained NLP models in Chinese.
Awesome Question Answering	A curated list of awesome resources on question answering.
Awesome Totally Open Chatgpt	A curated list of awesome open alternatives to ChatGPT.

Network Architecture

Generative Adversarial Network

Name	Description	Popularity
Awesome GAN	A curated list of awesome resources for generative adversarial networks.
Awesome GAN for Medical Imaging	A curated list of awesome GAN resources in medical imaging.

Graph Neural Network

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

Transformer

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

Miscellaneous

Name	Description	Popularity
Awesome Equivariant Network	A curated list of awesome papers for equivariant neural networks.
Awesome Neural Geometry	A curated list of awesome resources related to the geometry of representations in the brain, deep networks, and beyond.

Domain-specific

Anomaly Detection

Name	Description	Popularity
Awesome Industrial Anomaly Detection	A curated list of awesome papers and datasets for industrial anomaly detection.
Awesome Time Series Anomaly Detection	A curated list of awesome tools and datasets for anomaly detection on time-series data.

Generative AI

Name	Description	Popularity
Awesome AI Agent	A curated list of awesome AI autonomous agents.
Awesome Generative AI	A curated list of awesome projects, tools, artworks, and models on generative AI.
Awesome Generative AI	A curated list of awesome projects and services on generative AI.
Awesome LLM-Powered Agent	A curated list of awesome LLM-powered agents.
Awesome Prompt Engineering	A curated list of awesome resources for prompt engineering.

Knowledge Graph

Name	Description	Popularity
Awesome Knowledge Graph	A curated list of awesome tutorials, databases, tools, and other resources for knowledge graph.
Awesome Knowledge Graph	A curated list of awesome tutorials, projects, and communities for knowledge graph.
Awesome Knowledge Graph Reasoning	A curated list of awesome collections of knowledge graph reasoning works, including papers, codes, and datasets.

Mathematics AI

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

Miscellaneous

Name	Description	Popularity
Awesome AI in Finance	A curated list of awesome machine learning strategies and tools in the financial market.
Awesome Deep Learning Papers for Search Recommendation Advertising	A curated list of awesome deep learning papers for industrial search, recommendation and advertisement.
Awesome Domain LLM	A curated list of awesome models, datasets, and evaluation benchmarks for various domains.
Awesome Machine Learning for Compilers and Program Optimisation	A curated list of awesome research papers, datasets, and tools for applying machine learning techniques to compilers and program optimization.
Awesome Time Series	A curated list of awesome papers, code, and other resources for time series forecasting.
Awesome Vector Search	A curated list of awesome collections of vector search-related libraries, services, and research papers.

Robotics

Name	Description	Popularity
Awesome LLM Robotics	A curated list of awesome resources using large language/multi-modal models for Robotics/RL, including papers, codes, and related websites.

Language-specific

Name	Description	Popularity
Awesome Rust Machine Learning	A curated list of awesome machine learning libraries written in Rust.

Courses

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

Career

Name	Description	Popularity
Awesome AI Residency	A curated list of awesome AI residency programs.