resource: machine-learning
1710 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| ScalingIntelligence/KernelBench KernelBench is a benchmark and toolkit from Stanford's Scaling Intelligence Lab that evaluates whether LLMs can generate correct and effici… | 55 | 1227 | active |
| yzhuoning/Awesome-CLIP A curated awesome list of research papers, code implementations, and applications built around CLIP (Contrastive Language-Image Pre-Trainin… | 32 | 1227 | active |
| xiaotudui/pytorch-tutorial A beginner-friendly PyTorch deep learning tutorial series with accompanying source code in the src folder, primarily delivered as a complet… | 57 | 4300 | maintenance |
| gaussic/text-classification-cnn-rnn A TensorFlow implementation of Chinese text classification using character-level CNN and RNN models, based on THUCNews data. It serves prim… | 32 | 4300 | maintenance |
| dataquestio/solutions A collection of Jupyter Notebook solutions for the guided projects on Dataquest.io's data science courses. Each notebook demonstrates one p… | 69 | 1225 | active |
| google-deepmind/formal-conjectures A curated collection of formalized statements of open mathematical conjectures written in Lean 4 using Mathlib, maintained by Google DeepMi… | 69 | 1224 | active |
| qiaohaoforever/DeepLearningFromScratch An electronic edition and companion source code for the Chinese translation of the book 'Deep Learning from Scratch' (Deep Learning from Sc… | 57 | 1224 | stable |
| qingsongedu/Awesome-TimeSeries-SpatioTemporal-LM-LLM A curated awesome-list of papers, code, and datasets on Large Language Models and Foundation Models applied to time series, spatio-temporal… | 29 | 1221 | active |
| thu-coai/Safety-Prompts A dataset of 100k Chinese safety prompts with ChatGPT responses covering typical unsafe scenarios and instruction attacks, for evaluating a… | 30 | 1216 | stable |
| Phase Recovery A curated resource list accompanying the review paper 'On the use of deep learning for phase recovery' (Light: Science & Applications, 2024… | 68 | 1215 | active |
| hustcxl/Rotating-machine-fault-data-set A curated collection of open rotating machinery fault diagnosis datasets, including bearing and gearbox vibration data from CWRU, MFPT, Pad… | 66 | 1214 | active |
| karpathy/makemore A single-file, hackable PyTorch implementation of an autoregressive character-level language model, ranging from bigrams to a full Transfor… | 32 | 4234 | maintenance |
| cs230-stanford/cs230-code-examples A collection of PyTorch and TensorFlow code examples created for Stanford's CS230 deep learning course, covering computer vision and NLP ta… | 32 | 4229 | maintenance |
| Yochengliu/awesome-point-cloud-analysis A curated awesome list of papers, code, and datasets for 3D point cloud analysis and processing, covering tasks like classification, segmen… | 32 | 4222 | maintenance |
| wangshusen/DeepLearning Course materials for CS583: Deep Learning, including lecture slides and notes in PDF/TeX covering machine learning basics, regression, clas… | 32 | 4221 | maintenance |
| Profluent-AI/OpenCRISPR OpenCRISPR is a collection of AI-designed gene editing systems released by Profluent Bio, including OpenCRISPR-1, a Cas9-like protein and g… | 44 | 1205 | active |
| rasbt/pattern_classification A curated collection of tutorials, Jupyter notebooks, and examples covering pattern classification, machine learning, and data mining. It e… | 32 | 4210 | maintenance |
| VILA-Lab/Awesome-DLMs A curated awesome-list accompanying the survey paper 'A Survey on Diffusion Language Models', collecting papers, code, demos, benchmarks, a… | 63 | 1204 | active |
| pytorch/extension-cpp An official PyTorch example repository demonstrating how to write C++/CUDA extensions with custom ops. It includes two variants: one using … | 60 | 1202 | active |
| Ceyron/machine-learning-and-simulation A collection of handwritten notes and Jupyter Notebook source code accompanying a YouTube channel on machine learning and simulation. It co… | 60 | 1200 | active |
| dalinvip/Awesome-ChatGPT A curated awesome-list aggregating ChatGPT and large language model resources, including news, papers, PDF reports, and links about GPT-4, … | 42 | 4190 | maintenance |
| roatienza/Deep-Learning-Experiments A collection of deep learning lecture notes (PDFs), videos, and PyTorch Jupyter notebook experiments covering topics from MLPs and CNNs to … | 66 | 1199 | active |
| gimseng/99-ML-Learning-Projects A community-curated collection of 99 machine learning coding exercises and solutions, currently at 10 completed projects. Exercises range f… | 32 | 1199 | active |
| satellite-image-deep-learning/datasets A curated catalog of datasets for deep learning with satellite and aerial imagery, including Sentinel missions, remote sensing hubs, and be… | 75 | 1195 | active |
| YUANZHUO-BNU/metahuman_overview A curated Chinese-language overview of digital human (metahuman) technologies, covering avatar appearance, voice cloning, lip sync, and con… | 28 | 1195 | active |
| pdebench/PDEBench PDEBench is a benchmark suite for scientific machine learning consisting of code and large ready-to-use datasets of time-dependent partial … | 56 | 1192 | active |
| upb-lea/reinforcement_learning_course_materials Open course materials for a university reinforcement learning course, including LaTeX lecture slides, tutorial exercises with solutions, Ju… | 65 | 1191 | active |
| hibayesian/awesome-automl-papers A curated list of automated machine learning (AutoML) papers, articles, tutorials, slides, and projects. It serves as a reference resource … | 32 | 4155 | maintenance |
| lisa-lab/DeepLearningTutorials A collection of deep learning tutorial notes and Python code from the LISA lab, teaching core deep learning algorithms using the Theano lib… | 32 | 4149 | maintenance |
| Amazon SageMaker Containers & SDK AWS Deep Learning Containers are pre-built, security-patched Docker images for running AI/ML workloads on AWS services like EC2, EKS, and S… | 96 | 1188 | active |
| dreddnafious/thereisnospoon A machine learning primer written from first principles as a single markdown document with inline visualizations. It teaches engineers to r… | 48 | 1186 | active |
| TheAlgorithms/R A curated collection of algorithms implemented in R, covering machine learning, regression, clustering, classification, and data preprocess… | 71 | 1184 | active |
| commaai/research The comma.ai driving dataset with accompanying code for the 2016 paper 'Learning a Driving Simulator'. It contains ~7.25 hours of highway d… | 32 | 4123 | maintenance |
| rmcelreath/stat_rethinking_2022 Course materials for Richard McElreath's Statistical Rethinking 2022 edition, a Bayesian data analysis course. It includes lecture videos, … | 32 | 4109 | maintenance |
| atinesh/Coursera-Machine-Learning-Stanford A collection of solutions to the programming assignments and quizzes of Andrew Ng's Machine Learning course on Coursera (Stanford Universit… | 70 | 1179 | stable |
| jadijadi/machine_learning_with_python_jadi A collection of Jupyter notebooks used in Jadi's Python machine learning course on Maktabkhooneh. It serves as free educational material co… | 53 | 1179 | active |
| SkalskiP/vlms-zero-to-hero A tutorial series of Jupyter notebooks teaching the path from NLP and computer vision fundamentals to Vision-Language Models. Each notebook… | 22 | 1179 | active |
| numerai/example-scripts Official starter scripts and tutorial notebooks for the Numerai data science tournament, where participants build machine learning models o… | 76 | 1177 | active |
| uncbiag/Awesome-Foundation-Models An awesome-style curated list of foundation models—large pretrained models such as BERT, GPT-3, and DALL-E—for vision and language tasks. I… | 65 | 1177 | active |
| facebookresearch/co3d Tooling for the CO3Dv2 (Common Objects In 3D) dataset, a large-scale collection of real-life multi-view images of everyday objects with cam… | 32 | 1176 | stable |
| PacktPublishing/Python-for-Algorithmic-Trading-Cookbook The official code repository for the Packt book 'Python for Algorithmic Trading Cookbook', containing Jupyter Notebook recipes for designin… | 60 | 1175 | active |
| AntonioLonga/PytorchGeometricTutorial A collection of Jupyter Notebook tutorials and accompanying YouTube videos on Geometric Deep Learning using the PyTorch Geometric library. … | 52 | 1175 | active |
| hans0809/MiniMind-in-Depth A tutorial series providing line-by-line source code analysis of the MiniMind lightweight LLM project, covering tokenizer training, RoPE, M… | 30 | 1173 | active |
| jphall663/awesome-machine-learning-interpretability A curated awesome-list of resources on machine learning interpretability and responsible AI, including fairness, explainability, transparen… | 70 | 4064 | maintenance |
| helblazer811/Diffusion-Explorer An interactive web-based educational tool that visualizes the geometric intuition behind diffusion and flow-based generative models. It let… | 70 | 1167 | active |
| udacity/deep-learning A collection of Jupyter Notebook tutorials and projects from Udacity's Deep Learning Nanodegree Foundations program. It covers implementing… | 32 | 4054 | maintenance |
| MarkMoHR/Awesome-Image-Colorization A curated awesome-list of deep learning based image and video colorization papers, organized by automatic, user-guided, and video colorizat… | 77 | 1164 | active |
| oneapi-src/oneAPI-samples A collection of sample code for Intel oneAPI Toolkits, covering SYCL C++, Python, and Fortran across CPU, GPU, and FPGA targets. Samples ar… | 69 | 1162 | active |
| km1994/nlp_paper_study A curated collection of study notes on top-conference NLP papers, covering topics like BERT, Transformers, prompt engineering, information … | 32 | 4033 | maintenance |
| yandex-research/rtdl RTDL is a curated collection of research papers and accompanying Python/PyTorch packages on deep learning for tabular data from Yandex Rese… | 71 | 1159 | active |
| jinwchoi/awesome-action-recognition A curated awesome-list of resources for video action recognition and related areas such as object recognition and pose estimation. It colle… | 32 | 4017 | maintenance |
| Dive into Deep Learning (D2L) Course homepage and materials for STAT 157, an Introduction to Deep Learning class taught at UC Berkeley in Spring 2019 by Alex Smola and M… | 32 | 4007 | maintenance |
| cedrickchee/awesome-transformer-nlp A curated awesome-list of NLP resources focused on Transformer networks, attention mechanisms, GPT/BERT, ChatGPT, LLMs, and transfer learni… | 32 | 1152 | active |
| xviniette/FlappyLearning A browser-based demo where an AI learns to play Flappy Bird using neuroevolution (genetic algorithms evolving neural networks). It includes… | 32 | 3994 | maintenance |
| AlibabaCloudDocs/aliyun_acp_learning Alibaba Cloud's ACP (Advanced Cloud Professional) certification course for large language model engineering, delivered as Jupyter Notebook … | 65 | 1149 | active |
| hunkim/PyTorchZeroToAll A collection of PyTorch tutorial materials including lecture slides and video lectures, designed as a quick 3-4 day crash course for HKUST … | 32 | 3978 | maintenance |
| linyiqun/DataMiningAlgorithm A Java collection implementing the 18 classic data mining algorithms (Apriori, FP-Tree, CART, ID3, KNN, Naive Bayes, SVM, EM, KMeans, BIRCH… | 32 | 3948 | maintenance |
| foolwood/benchmark_results A curated paper list for visual object tracking research, organized by venue and year, with links to papers and code. It serves as a refere… | 32 | 3942 | maintenance |
| snowkylin/tensorflow-handbook A concise open-source handbook (available online at tf.wiki in Simplified Chinese, Traditional Chinese, and English) for getting started wi… | 32 | 3924 | maintenance |
| fastai/imagenette Imagenette is a subset of 10 easily classified ImageNet classes, with companion datasets Imagewoof (10 hard dog breeds) and Image网, provide… | 32 | 1134 | stable |
| OpenGVLab/ScaleCUA ScaleCUA is an open-source computer use agent project providing a large-scale cross-platform GUI operation dataset, trained models, and an … | 37 | 1133 | active |
| hwalsuklee/tensorflow-generative-model-collections A collection of TensorFlow implementations of various generative models, including many GAN variants (GAN, WGAN, WGAN-GP, CGAN, infoGAN, AC… | 32 | 3918 | maintenance |
| chrieke/awesome-satellite-imagery-datasets A curated awesome-list of annotated aerial and satellite imagery datasets for computer vision and deep learning, organized by task (instanc… | 10 | 3913 | maintenance |
| huggingface/search-and-learn Search and Learn is a collection of Python scripts and YAML recipes from Hugging Face for scaling inference-time (test-time) compute of ope… | 59 | 1131 | active |
| Sentdex/pygta5 A reboot of Sentdex's project using Python and deep learning to play Grand Theft Auto 5, featuring an AI driver called Charles trained via … | 32 | 3905 | maintenance |
| simoninithomas/Deep_reinforcement_learning_Course A collection of Jupyter Notebook implementations from the free 'Deep Reinforcement Learning' course, covering algorithms like DQN, PPO, and… | 32 | 3902 | maintenance |
| offchan42/machine-learning-curriculum A curated curriculum and resource list for learning machine learning, deep learning, and reinforcement learning. It links to courses, video… | 32 | 1128 | active |
| weihaox/GAN-Inversion A curated awesome-list and companion repository for the TPAMI 2022 survey 'GAN Inversion: A Survey'. It collects papers, pretrained inverte… | 73 | 1127 | active |
| Ly0n/awesome-robotic-tooling A curated awesome-list of open-source tooling for professional robotics development in C++ and Python, covering ROS/ROS2, autonomous drivin… | 32 | 3890 | maintenance |
| YichiZhang98/SAM4MIS A curated research repository tracking papers, surveys, and datasets on applying the Segment Anything Model (SAM/SAM2/SAM3) and other found… | 65 | 1124 | active |
| MinorJerry/WebVoyager WebVoyager is the official code and dataset for a research paper on an end-to-end web agent powered by large multimodal models that complet… | 26 | 1124 | active |
| bcmi/Awesome-Image-Composition A curated awesome-list of papers, datasets, code, and resources on image composition/compositing and object insertion, maintained by the BC… | 76 | 1123 | active |
| davecom/ClassicComputerScienceProblemsInPython Source code repository accompanying the book 'Classic Computer Computer Science Problems in Python' by David Kopec, containing chapter-by-c… | 70 | 1122 | stable |
| gpu-mode/awesomeMLSys A curated reading list of papers, videos, and repositories for onboarding into ML Systems, covering attention mechanisms, LLM inference, an… | 55 | 1122 | active |
| skygazer42/DL-Hub DL-Hub is a comprehensive PyTorch deep learning learning repository with 339 lessons across 8 tracks (vision, NLP, GNN, point cloud, genera… | 77 | 1116 | active |
| allmachinelearning/MachineLearning A curated collection of machine learning learning resources, primarily in Chinese, covering textbooks, courses, code implementations, and d… | 32 | 3844 | maintenance |
| rasbt/LLM-workshop-2024 A 4-hour hands-on coding workshop by Sebastian Raschka that teaches how large language models are implemented and used, based on his 'Build… | 24 | 1114 | active |
| xid32/SoundMind SoundMind is an Audio Logical Reasoning (ALR) dataset of 6,446 audio-text annotated samples with chain-of-thought reasoning, paired with a … | 42 | 1113 | active |
| leomaurodesenv/game-datasets A curated awesome-list of game datasets, APIs, tools, and resources for applying artificial intelligence and data mining to digital games. … | 75 | 1112 | active |
| MLNLP-World/DeepLearning-MuLi-Notes A community-maintained collection of Chinese markdown notes and annotated Jupyter/PyTorch code accompanying Mu Li's 'Dive into Deep Learnin… | 32 | 3827 | maintenance |
| PRIV-Creation/Awesome-Controllable-T2I-Diffusion-Models A curated awesome-list of research papers and resources on controllable generation with text-to-image diffusion models, accompanying an arX… | 30 | 1110 | active |
| TrickyGo/Dive-into-DL-TensorFlow2.0 A Chinese-language open-source book that ports the 'Dive into Deep Learning' (D2L) textbook's MXNet code examples to TensorFlow 2.0, presen… | 23 | 3823 | maintenance |
| vivekkalyanarangan30/llm_from_scratch A hands-on Python/PyTorch curriculum that builds large language models from scratch, covering transformer architecture, training, modern im… | 39 | 1109 | active |
| justmarkham/scikit-learn-videos A collection of Jupyter notebooks accompanying a 10-part video tutorial series teaching machine learning with scikit-learn in Python. It is… | 32 | 3811 | maintenance |
| weiruihhh/cs336_note_and_hw A collection of personal course notes and completed homework solutions for Stanford CS336: Building Large Language Models from scratch. It … | 54 | 1106 | active |
| ByteByteGoHq/ml-bytebytego A curated collection of reference materials and links for machine learning system design interview preparation, associated with ByteByteGo.… | 41 | 1104 | active |
| Projects-Developer/50-Final-Year-Projects-with-Source-Code A curated collection of 50 final-year academic projects for computer science and engineering students, each with source code, synopsis, rep… | 49 | 1103 | active |
| NTUMARS/Awesome-WiFi-CSI-Sensing A curated awesome-list of papers, benchmarks, datasets, tools, and code repositories for WiFi CSI (channel state information) sensing. It o… | 46 | 1100 | active |
| Sophia-11/Machine-Learning-Notes A collection of 214 pages of handwritten study notes covering all 16 chapters of Zhou Zhihua's Machine Learning textbook (the 'Watermelon B… | 32 | 3784 | maintenance |
| serengil/tensorflow-101 A collection of Jupyter notebooks and Python scripts teaching deep learning with TensorFlow and Keras through hands-on projects. It covers … | 46 | 1099 | active |
| xitu/tensorflow-docs A community-maintained Chinese translation of the official TensorFlow documentation, maintained by the Juejin Translation Plan. It provides… | 32 | 3779 | maintenance |
| apachecn/hands-on-ml-zh A Chinese translation of the book 'Hands-On Machine Learning with Scikit-Learn and TensorFlow' (2nd edition), built with GitBook and distri… | 10 | 3774 | maintenance |
| taoyds/spider Spider is a large-scale human-labeled dataset for complex and cross-domain semantic parsing and text-to-SQL, with 10,181 questions and 5,69… | 32 | 1097 | stable |
| veekaybee/what_are_embeddings A survey paper and accompanying Jupyter notebooks by Vicki Boykis providing a deep dive into embeddings, from TF-IDF and Word2Vec through t… | 56 | 1096 | stable |
| jmaczan/tiny-vllm tiny-vllm is both a minimal high-performance LLM inference engine written in C++ and CUDA, and a hands-on course that walks through buildin… | 59 | 1094 | active |
| liucongg/NLPDataSet A curated collection of Chinese NLP datasets gathered and cleaned by the author, covering named entity recognition (NER), text summarizatio… | 32 | 1093 | stable |
| ShareGPT4Omni/ShareGPT4Video ShareGPT4Video is the official implementation of a NeurIPS 2024 paper providing a large-scale video-text dataset (40K GPT4V-generated capti… | 24 | 1093 | active |
| unipds-engenharia-de-ia-aplicada/engenharia-de-software-com-ia-aplicada A companion repository of code examples, demos, and reference links for the UNIPDS postgraduate program 'Engenharia de Software com IA Apli… | 60 | 1091 | active |
| h-Klok/StatsWithJuliaBook A companion repository of 200+ Julia code blocks for the book 'Statistics with Julia: Fundamentals for Data Science, Machine Learning and A… | 32 | 1090 | stable |
| wangshub/RL-Stock A tutorial-style project demonstrating how to use deep reinforcement learning (PPO via stable-baselines) to simulate automated stock tradin… | 32 | 3744 | maintenance |