resource: machine-learning
1710 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| MuhammadMoinFaisal/YOLOv8-DeepSORT-Object-Tracking A Jupyter Notebook and script repository demonstrating YOLOv8 object detection combined with DeepSORT multi-object tracking, including IDs … | 31 | 1177 | maintenance |
| SleepyBag/Statistical-Learning-Methods A Python implementation of every algorithm from Li Hang's textbook 'Statistical Learning Methods', built from scratch with NumPy matrix ope… | 32 | 1175 | maintenance |
| hendrycks/robustness Datasets and evaluation code for benchmarking neural network robustness to common corruptions and perturbations, from the ICLR 2019 paper b… | 32 | 1172 | maintenance |
| ndb796/Deep-Learning-Paper-Review-and-Practice A Korean-language educational repository collecting thorough reviews of popular deep learning papers with accompanying code practice notebo… | 32 | 1171 | maintenance |
| boyu-ai/Hands-on-CV Hands-on-CV is an open-source, hands-on computer vision course/textbook published by Boyu AI, distributed as Jupyter Notebooks. It teaches … | 28 | 1170 | maintenance |
| elastic/ember EMBER is a benchmark dataset of features extracted from over 2 million PE (Portable Executable) files for training and evaluating malware c… | 10 | 1170 | maintenance |
| lindawangg/COVID-Net COVID-Net Open Source Initiative: deep learning models and the COVIDx chest X-ray datasets for COVID-19 detection and severity grading from… | 65 | 1168 | maintenance |
| amusi/TensorFlow-From-Zero-To-One A curated list of TensorFlow learning resources including courses, books, blogs, video tutorials, and hands-on projects, in both English an… | 32 | 1165 | maintenance |
| kuleshov/teaching-material A collection of Jupyter notebook tutorials prepared as preparatory material for machine learning and deep learning courses at Stanford and … | 32 | 1162 | maintenance |
| yuanxiaosc/Machine-Learning-Book A Chinese-language curated collection of machine learning learning materials, including the Google Machine Learning Crash Course, a termino… | 32 | 1161 | maintenance |
| yuewang-cuhk/awesome-vision-language-pretraining-papers A curated awesome-list of research papers on Vision and Language PreTrained Models (VL-PTMs), covering image-, video-, and speech-based mul… | 32 | 1160 | maintenance |
| TommyZihao/zihaopython A collection of Jupyter Notebook courseware, videos, and source code for learning Python in a fun, beginner-friendly way, created by Tongji… | 32 | 1154 | maintenance |
| EdjeElectronics/TensorFlow-Object-Detection-on-the-Raspberry-Pi A step-by-step tutorial repository showing how to install and run TensorFlow's Object Detection API on a Raspberry Pi. It includes example … | 32 | 1153 | maintenance |
| yaodongC/awesome-instruction-dataset A curated awesome-list of open-source instruction tuning datasets for training text and multimodal instruction-following LLMs like ChatGPT,… | 30 | 1153 | maintenance |
| geektutu/interview-questions A curated collection of machine learning, deep learning, Python, and Go interview and written-exam questions with answers, maintained as Ma… | 77 | 1151 | maintenance |
| lokinko/Federated-Learning A curated collection of federated learning resources, including introductory materials, survey papers, and research articles on privacy-pre… | 32 | 1150 | maintenance |
| ajaymache/machine-learning-yearning A repository hosting 'Machine Learning Yearning', Andrew Ng's book on technical strategy for AI engineers in the deep learning era, distrib… | 32 | 1150 | maintenance |
| bendangnuksung/Image-OutPainting A Keras/TensorFlow implementation of the Stanford 'Painting Outside the Box' image outpainting paper, extending images beyond their borders… | 32 | 1148 | maintenance |
| HazyResearch/data-centric-ai A curated, opinionated collection of resources, papers, and progress on Data-Centric AI from the Hazy Research group at Stanford. It organi… | 32 | 1146 | maintenance |
| howie6879/mlhub123 A curated collection of machine learning and deep learning website resources, including news sites, tools, communities, courses, books, and… | 32 | 1141 | maintenance |
| google-research-datasets/natural-questions Natural Questions is a large-scale question answering dataset from Google containing 307k real user search questions paired with Wikipedia … | 10 | 1137 | maintenance |
| MachineLP/Tensorflow- A collection of Chinese-language TensorFlow learning notes, code examples, and machine learning study series organized as Jupyter notebooks… | 32 | 1136 | maintenance |
| Shujian2015/FreeML A curated list of mostly free data science and machine learning learning resources, including courses, video lectures, and textbooks. It is… | 32 | 1130 | maintenance |
| lzhbrian/image-to-image-papers A curated list of image-to-image translation research papers (mostly GAN-based) with links to their code implementations, ordered by arXiv … | 32 | 1129 | maintenance |
| cvdfoundation/open-images-dataset Open Images is a large-scale dataset of ~9 million images annotated with image-level labels and bounding boxes spanning over 6000 categorie… | 32 | 1129 | maintenance |
| kemaloksuz/ObjectDetectionImbalance A curated list of research papers addressing imbalance problems in object detection, organized by the taxonomy from the authors' TPAMI 2020… | 32 | 1126 | maintenance |
| llSourcell/Learn_Computer_Vision An 8-week self-study curriculum for learning computer vision, created by Siraj Raval to accompany his YouTube course. It lists weekly video… | 32 | 1122 | maintenance |
| reshamas/fastai_deeplearn_part1 A collection of study notes, course outlines, and troubleshooting guides for the fast.ai Practical Deep Learning for Coders course, maintai… | 36 | 1121 | maintenance |
| areed1192/sigma_coding_youtube A companion repository for the Sigma Coding YouTube channel containing tutorial code in Python, VBA, JavaScript, M Language, and T-SQL. It … | 32 | 1121 | maintenance |
| epfml/attention-cnn Official PyTorch source code for the ICLR 2020 paper 'On the Relationship between Self-Attention and Convolutional Layers', which proves an… | 32 | 1121 | maintenance |
| ryfeus/lambda-packs A collection of precompiled Python packages bundled as ZIP files ready to upload to AWS Lambda, covering libraries like TensorFlow, PyTorch… | 32 | 1116 | maintenance |
| Borye/machine-learning-coursera-1 A repository of completed coursework, assignments, and notes from Coursera's Machine Learning course by Andrew Ng. It serves as a reference… | 32 | 1115 | maintenance |
| chaytonmin/Awesome-BEV-Perception-Multi-Cameras A curated awesome-list of research papers on multi-camera bird's-eye-view (BEV) 3D perception, covering 3D object detection and segmentatio… | 32 | 1115 | maintenance |
| google-research-datasets/wit WIT (Wikipedia-based Image Text) is a large multimodal multilingual dataset of 37.6 million image-text pairs with 11.5 million unique image… | 10 | 1113 | maintenance |
| dataquestio/project-walkthroughs A collection of Jupyter notebooks, code, and datasets accompanying Dataquest's live project walkthroughs on YouTube. It guides learners thr… | 32 | 1112 | maintenance |
| gordicaleksa/pytorch-original-transformer A PyTorch implementation of the original Transformer model from the 'Attention Is All You Need' paper (Vaswani et al.), designed as a learn… | 32 | 1112 | maintenance |
| vietnh1009/Super-mario-bros-A3C-pytorch A clean PyTorch implementation of the Asynchronous Advantage Actor-Critic (A3C) algorithm that trains an agent to play Super Mario Bros via… | 32 | 1111 | maintenance |
| liucongg/GPT2-NewsTitle A heavily commented Chinese-language GPT2 project that trains, tests, and deploys a news headline generation model using HuggingFace transf… | 32 | 1111 | maintenance |
| Lyken17/Efficient-PyTorch A collection of best practices and example code for efficiently training large datasets like ImageNet with PyTorch. It demonstrates techniq… | 32 | 1103 | maintenance |
| tangzhenyu/SemanticSegmentation_DL A curated collection of papers, survey articles, and dataset links for semantic segmentation with deep learning, plus some Jupyter Notebook… | 32 | 1102 | maintenance |
| unit-mesh/unit-minions A Chinese-language tutorial project and research collection for training LoRA adapters on LLaMA (Alpaca LoRA) and ChatGLM models to boost s… | 21 | 1101 | maintenance |
| Kodezi/Chronos Kodezi Chronos is a proprietary debugging-first language model for repository-scale code understanding and autonomous bug fixing, presented… | 41 | 4937 | experimental |
| THU-LYJ-Lab/T3Bench T3Bench is the first comprehensive benchmark for text-to-3D generation, providing 300 text prompts across three complexity levels plus auto… | 27 | 1098 | maintenance |
| udacity/DSND_Term2 Udacity's Data Scientist Nanodegree Term 2 repository containing tutorial Jupyter notebooks and project templates. It covers the data scien… | 32 | 1095 | maintenance |
| bentrevett/pytorch-image-classification A collection of Jupyter notebook tutorials teaching how to implement classic image classification architectures (MLP, LeNet, AlexNet, VGG, … | 32 | 1095 | maintenance |
| carefree0910/MachineLearning An educational Python machine learning package implementing classic ML algorithms (Naive Bayes, decision trees, SVM, neural networks, CNNs)… | 32 | 1094 | maintenance |
| mattm/simple-neural-network A small Python script that demonstrates how the backpropagation algorithm works in a neural network, accompanying a step-by-step blog post.… | 32 | 1093 | maintenance |
| huggingface/awesome-huggingface A curated awesome-list of open-source projects, official libraries, tutorials, and NLP toolkits that integrate with the Hugging Face ecosys… | 10 | 1093 | maintenance |
| nikitasrivatsan/DeepLearningVideoGames A research project implementing Deep Q Networks (DQN) to learn video game strategies for Pong and Tetris from raw pixel input. It uses a co… | 32 | 1090 | maintenance |
| guoday/Tencent2020_Rank1st The first-place winning solution code for the 2020 Tencent College Algorithm Contest, which predicts users' age and gender from 91 days of … | 32 | 1085 | maintenance |
| linguishi/chinese_sentiment A Chinese sentiment analysis project implementing text classification with CNN and BI-LSTM models in TensorFlow. It includes data preparati… | 32 | 1084 | maintenance |
| doc-analysis/TableBank TableBank is a large image-based benchmark dataset for table detection and table structure recognition, containing 417K high-quality labele… | 32 | 1084 | maintenance |
| makcedward/nlp A tutorial repository documenting the author's NLP learning journey, with notebooks and articles covering text preprocessing, tokenization,… | 32 | 1082 | maintenance |
| guillaume-chevalier/seq2seq-signal-prediction A Jupyter notebook tutorial with four graded exercises for learning to build Encoder-Decoder Sequence-to-Sequence RNN models in TensorFlow … | 32 | 1081 | maintenance |
| MELD A research repository from declare-lab containing implementations of neural architectures (DialogueRNN, DialogueGCN, COSMIC, bcLSTM) for em… | 69 | 1079 | maintenance |
| FoldingAtHome/coronavirus A repository of input files and generated datasets from Folding@home's distributed molecular dynamics simulations targeting the SARS-CoV-2 … | 32 | 1079 | maintenance |
| qfettes/DeepRL-Tutorials A collection of IPython/Jupyter notebooks implementing deep reinforcement learning algorithms in PyTorch, covering DQN variants (Double, Du… | 32 | 1079 | maintenance |
| tsinghua-fib-lab/GNN-Recommender-Systems A curated index of research papers and code for Graph Neural Network based recommender systems, accompanying an ACM TORS survey. It organiz… | 32 | 1079 | maintenance |
| huchunxu/ros_exploring Companion source code repository for the Chinese book 'ROS Robot Development Practice' (《ROS机器人开发实践》). It contains ROS and ROS2 example pac… | 32 | 1077 | maintenance |
| richliao/textClassifier A Python repository implementing text classification models including Hierarchical Attention Networks, CNNs for sentence classification, an… | 32 | 1077 | maintenance |
| hundredblocks/concrete_NLP_tutorial A Jupyter Notebook-based NLP workshop from ODSC 2017 covering practical, concrete solutions to real-world natural language processing probl… | 32 | 1077 | maintenance |
| hkproj/pytorch-stable-diffusion An educational PyTorch implementation of Stable Diffusion built from scratch, provided as Jupyter Notebooks. It is intended for learning ho… | 28 | 1077 | maintenance |
| arbox/nlp-with-ruby A curated awesome-list of NLP and computational linguistics resources, libraries, and tutorials for the Ruby programming language. It catal… | 32 | 1076 | maintenance |
| curiousily/Deep-Learning-For-Hackers A free online book and collection of Jupyter notebook tutorials teaching deep learning fundamentals with TensorFlow 2 and Keras. It covers … | 32 | 1074 | maintenance |
| lukepolson/youtube_channel A collection of Jupyter notebooks accompanying the Python tutorials on Luke Polson's YouTube channel. Each notebook corresponds to a specif… | 32 | 1072 | maintenance |
| mihail911/nlp-library A curated collection of research papers for NLP practitioners, organized by task categories like POS tagging, parsing, and named entity rec… | 32 | 1071 | maintenance |
| snap-stanford/pretrain-gnns A PyTorch research codebase implementing strategies for pre-training graph neural networks from the ICLR 2020 paper by Stanford SNAP. It pr… | 32 | 1070 | maintenance |
| CSAILVision/GazeCapture GazeCapture is a large-scale eye tracking dataset with ~2.5M frames from over 1450 subjects, released alongside the iTracker CNN model and … | 32 | 1069 | maintenance |
| data-flair/machine-learning-projects A curated collection of 100+ machine learning project ideas with source code and linked tutorials from DataFlair, aimed at beginners, stude… | 27 | 1069 | maintenance |
| zhjohnchan/awesome-image-captioning A curated awesome-list of image captioning resources, including papers organized by year and venue, datasets, challenges, and popular code … | 32 | 1067 | maintenance |
| Akramz/Hands-on-Machine-Learning-with-Scikit-Learn-Keras-and-TensorFlow A collection of Jupyter notebooks containing notes and exercise solutions for Part I of Aurelien Geron's book 'Hands-On Machine Learning wi… | 32 | 1067 | maintenance |
| chatopera/insuranceqa-corpus-zh A Chinese-language insurance-domain question-answering corpus collected from Insurance Library, translated from English and packaged with a… | 33 | 1064 | maintenance |
| louisnino/RLcode A Chinese-language tutorial series ('白话强化学习') teaching reinforcement learning from intuition-first explanations with accompanying annotated… | 32 | 1062 | maintenance |
| ibm-aur-nlp/PubLayNet PubLayNet is a large annotated dataset of over 360k document images from PubMed Central, with bounding boxes and polygonal segmentations fo… | 46 | 1061 | maintenance |
| zlotus/notes-LSJU-machine-learning A collection of Jupyter Notebook study notes (in Chinese) covering Stanford's Machine Learning course, spanning supervised learning, learni… | 32 | 1061 | maintenance |
| khuangaf/CryptocurrencyPrediction A Jupyter Notebook-based deep learning project that predicts Bitcoin prices using CNN, LSTM, and GRU models built with Keras and TensorFlow… | 32 | 1059 | maintenance |
| piskvorky/gensim-data A data repository hosting pretrained NLP models (Word2Vec, GloVe, LDA, LSI) and text corpora as immutable GitHub release attachments, acces… | 23 | 1058 | maintenance |
| maxpumperla/deep_learning_and_the_game_of_go Companion code and pip-installable library (dlgo) for the Manning book 'Deep Learning and the Game of Go', implementing Go game AI from bas… | 32 | 1055 | maintenance |
| emilwallner/Coloring-greyscale-images A tutorial repository that teaches how to colorize black and white images with deep learning, built progressively in four versions (alpha, … | 32 | 1053 | maintenance |
| llSourcell/Learn-Natural-Language-Processing-Curriculum An 8-week self-study curriculum for learning Natural Language Processing, created by Siraj Raval to accompany his YouTube course. It compil… | 32 | 1052 | maintenance |
| LitLeo/TensorRT_Tutorial A Chinese-language tutorial and resource collection for NVIDIA TensorRT, including translated user guides, sample walkthroughs, plugin deve… | 32 | 1051 | maintenance |
| PacktPublishing/Deep-Learning-with-Keras The official companion code repository for the Packt book 'Deep Learning with Keras', containing Jupyter Notebook examples for each chapter… | 67 | 1048 | maintenance |
| allenai/natural-instructions A community-built dataset of 1600+ NLP tasks with natural language instructions, from AllenAI. It supports instruction-tuning research like… | 23 | 1046 | maintenance |
| bayesgroup/deepbayes-2018 A collection of Jupyter Notebook seminars from the DeepBayes Summer School 2018, run by the BayesGroup. It covers deep learning with a focu… | 32 | 1045 | maintenance |
| Mryangkaitong/python-Machine-learning A collection of Jupyter Notebook projects implementing machine learning algorithms, including small practice projects and competition code … | 32 | 1045 | maintenance |
| bighuang624/Andrew-Ng-Deep-Learning-notes Chinese-language notes and Jupyter Notebook assignment solutions for Andrew Ng's Deep Learning Specialization (deeplearning.ai) on Coursera… | 32 | 1045 | maintenance |
| nlpinaction/learning-nlp Companion code repository for a Chinese-language NLP book aimed at beginners, covering word segmentation, POS tagging, NER, keyword extract… | 32 | 1042 | maintenance |
| hiromis/notes A collection of detailed lecture notes for the fast.ai 'Practical Deep Learning For Coders v3' course, organized by lesson with links to vi… | 32 | 1038 | maintenance |
| SCIR-HI/Med-ChatGLM An open-source project providing a Chinese medical instruction-tuned version of ChatGLM-6B, built from a medical knowledge graph and GPT-3.… | 30 | 1037 | maintenance |
| mimoralea/gdrl Companion code repository for the Manning book 'Grokking Deep Reinforcement Learning' by Miguel Morales, containing Jupyter notebooks cover… | 32 | 1036 | maintenance |
| ga642381/ML2021-Spring Official repository of code and slides for the 15 homework assignments of Hung-yi Lee's Machine Learning 2021 Spring course at National Tai… | 32 | 1036 | maintenance |
| GANs-in-Action/gans-in-action The official companion repository for the book 'GANs in Action', containing Jupyter notebook implementations of GAN architectures from vani… | 47 | 1035 | maintenance |
| PacktPublishing/40-Algorithms-Every-Programmer-Should-Know The companion code repository for the Packt book '40 Algorithms Every Programmer Should Know', containing Python implementations of algorit… | 63 | 1034 | maintenance |
| Rafael1s/Deep-Reinforcement-Learning-Algorithms A collection of 32 Jupyter Notebook projects implementing deep reinforcement learning algorithms such as Q-learning, DQN, PPO, DDPG, TD3, S… | 32 | 1034 | maintenance |
| mattjj/autodidact A small, tutorial-style reimplementation of the Autograd automatic differentiation library, written for learning how reverse-mode autodiff … | 32 | 1024 | maintenance |
| google-deepmind/neural-processes A collection of Jupyter notebook implementations of the Neural Process family from DeepMind: Conditional Neural Processes (CNPs), Neural Pr… | 32 | 1024 | maintenance |
| Separius/awesome-fast-attention A curated awesome-list of efficient attention modules for transformer models, cataloguing papers, implementations, computational complexity… | 10 | 1024 | maintenance |
| PiotrNawrot/nanoT5 nanoT5 is a PyTorch codebase for pre-training and fine-tuning T5-style encoder-decoder language models on a limited budget, e.g. a single A… | 21 | 1021 | maintenance |
| natowi/3D-Reconstruction-with-Deep-Learning-Methods A curated list of open-source GitHub projects for 3D reconstruction using deep learning, covering depth estimation, multi-view stereo, poin… | 32 | 1018 | maintenance |
| TeFuirnever/Machine-Learning-in-Action Python 3 companion code for the book 'Machine Learning in Action', implementing classic ML algorithms chapter by chapter (KNN, decision tre… | 32 | 1018 | maintenance |