resource: machine-learning
1710 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| margaretmz/awesome-tensorflow-lite A curated awesome list of TensorFlow Lite models with sample apps, tools, and learning resources for mobile and edge machine learning. It c… | 32 | 1392 | maintenance |
| bojone/vae A collection of simple Keras implementations of variational autoencoders (VAE) and conditional VAEs (CVAE), with example results on dataset… | 32 | 1390 | maintenance |
| DLLXW/data-science-competition A curated collection of award-winning solutions and original baselines from data science competitions on platforms like Kaggle, Alibaba Tia… | 32 | 1380 | maintenance |
| lyeoni/nlp-tutorial A collection of Jupyter Notebook tutorials on natural language processing built with PyTorch (and one Keras example). It covers text classi… | 32 | 1375 | maintenance |
| wangzheallen/awesome-human-pose-estimation A curated awesome-list of papers, datasets, benchmarks, and implementations for human pose estimation and related topics such as 3D human m… | 32 | 1374 | maintenance |
| tancik/fourier-feature-networks Research code accompanying the NeurIPS 2020 paper 'Fourier Features Let Networks Learn High Frequency Functions in Low Dimensional Domains'… | 32 | 1373 | maintenance |
| sajal2692/data-science-portfolio A portfolio of data science and machine learning projects presented as Jupyter notebooks, covering supervised/unsupervised learning, reinfo… | 73 | 1372 | maintenance |
| MemorialCheng/deep-learning-from-scratch A curated collection of learning materials for deep learning and machine learning, including source code and notes from the book 'Deep Lear… | 32 | 1369 | maintenance |
| balavenkatesh3322/CV-pretrained-model A curated awesome-list of computer vision pre-trained models organized by framework (TensorFlow, Keras, PyTorch, Caffe, MXNet). It catalogs… | 23 | 1365 | maintenance |
| stephencwelch/Neural-Networks-Demystified Supporting Jupyter notebooks and Python scripts for the 'Neural Networks Demystified' YouTube series, teaching neural network fundamentals … | 32 | 1364 | maintenance |
| quantumiracle/Popular-RL-Algorithms A personal collection of PyTorch implementations of popular model-free reinforcement learning algorithms (SAC, TD3, PPO, DDPG, Q-learning, … | 37 | 1359 | maintenance |
| clvrai/awesome-rl-envs A curated, categorized list of reinforcement learning environments covering robotics, games, navigation, multi-agent, safety, autonomous dr… | 32 | 1357 | maintenance |
| Causal Inference: What If code A collection of Jupyter notebooks implementing the Python code for Part II of the book 'Causal Inference: What If' by Hernán and Robins. It… | 32 | 1355 | maintenance |
| zixian2021/AI-interview-cards A curated repository of over 1000 machine learning and deep learning interview questions and answers organized into 25 categories, includin… | 30 | 1351 | maintenance |
| kmkolasinski/deep-learning-notes A collection of Jupyter Notebook experiments and seminar presentations on deep learning topics, including capsule pooling, custom optimizer… | 32 | 1347 | maintenance |
| wzy6642/Machine-Learning-in-Action-Python3 Python 3 port of the source code from the book 'Machine Learning in Action', originally written for Python 2. It organizes implementations … | 32 | 1343 | maintenance |
| LiYangHart/Hyperparameter-Optimization-of-Machine-Learning-Algorithms A collection of Jupyter Notebook examples implementing hyperparameter optimization techniques (grid search, random search, Bayesian optimiz… | 32 | 1342 | maintenance |
| xiaqunfeng/machine-learning-yearning A Chinese translation of Andrew Ng's book 'Machine Learning Yearning', covering all 58 chapters on how to organize and make decisions in ma… | 32 | 1334 | maintenance |
| DengBoCong/nlp-paper A curated collection of NLP research papers organized by topic and date, with author-written reading notes for classic and novel papers. It… | 32 | 1333 | maintenance |
| dair-ai/GNNs-Recipe A curated study guide (recipe/studysheet) for learning Graph Neural Networks, collecting introductory articles, videos, survey papers, cour… | 32 | 1332 | maintenance |
| devAmoghS/Machine-Learning-with-Python A collection of small-scale machine learning projects in Python designed to teach core ML concepts, covering regression, classification, cl… | 66 | 1331 | maintenance |
| omarsar/nlp_overview An open-source overview of modern deep learning techniques applied to natural language processing, published as a website at nlpoverview.co… | 32 | 1323 | maintenance |
| microsoft/MLOpsPython A Microsoft sample/template repository demonstrating how to build CI/CD pipelines for machine learning projects using Azure Machine Learnin… | 23 | 1320 | maintenance |
| facebookresearch/Replica-Dataset The Replica Dataset is a collection of 18 high-quality 3D reconstructions of indoor spaces with dense geometry, HDR textures, glass/mirror … | 23 | 1320 | maintenance |
| brianspiering/awesome-dl4nlp A curated awesome-list of Deep Learning for Natural Language Processing resources, including courses, books, tutorials, papers, frameworks,… | 61 | 1311 | maintenance |
| icoxfog417/awesome-text-summarization A curated awesome-list guide to text summarization, covering task definitions, extractive and abstractive approaches, transfer learning, ev… | 32 | 1311 | maintenance |
| neubig/nn4nlp-code A collection of Python code examples accompanying the CMU 11-747 'Neural Networks for NLP' course by Graham Neubig and collaborators. It de… | 32 | 1311 | maintenance |
| chengstone/movie_recommender A Jupyter Notebook-based movie recommender system built with TensorFlow 1.0 and Python 3.5, trained on the MovieLens dataset using a text C… | 32 | 1310 | maintenance |
| Iallen520/lhy_DL_Hw A collection of example solutions and assignment instructions for the 2020 deep learning course by Professor Hung-yi Lee (李宏毅), written as … | 32 | 1308 | maintenance |
| WillKoehrsen/machine-learning-project-walkthrough A Jupyter Notebook-based walkthrough demonstrating a complete end-to-end machine learning solution on a real-world dataset. It shows how al… | 32 | 1301 | maintenance |
| dafriedman97/mlbook A free online book, 'Machine Learning from Scratch', that derives common machine learning methods mathematically and implements them in Pyt… | 32 | 1297 | maintenance |
| google-deepmind/rc-data A question answering corpus from DeepMind accompanying the paper 'Teaching Machines to Read and Comprehend' (Hermann et al., NIPS 2015). It… | 10 | 1296 | maintenance |
| becauseofAI/awesome-face A curated awesome-list of face technology resources, organizing papers, open-source code, benchmarks, and datasets across face recognition,… | 32 | 1291 | maintenance |
| tucan9389/awesome-ml-demos-with-ios A curated collection of demo and challenge projects for running machine learning model inference on iOS using Core ML, ML Kit, and TensorFl… | 32 | 1291 | maintenance |
| justinpinkney/awesome-pretrained-stylegan2 A curated collection of links to pre-trained StyleGAN 2 models trained on diverse datasets such as faces, cars, cats, churches, and art. It… | 32 | 1290 | maintenance |
| liuyubobobo/Play-with-Machine-Learning-Algorithms Official companion code repository for the Chinese MOOC course 'Play with Machine Learning Algorithms' (Python3 入门机器学习) by liuyubobobo. It … | 32 | 1290 | maintenance |
| PacktPublishing/Deep-Reinforcement-Learning-Hands-On-Second-Edition Companion code repository for the Packt book 'Deep Reinforcement Learning Hands-On, Second Edition', containing Jupyter Notebook examples o… | 32 | 1288 | maintenance |
| ShusenTang/Deep-Learning-with-PyTorch-Chinese A Chinese translation of the PyTorch official book 'Deep Learning with PyTorch' (essentially abridged edition), accompanied by runnable cod… | 32 | 1286 | maintenance |
| google/brain-tokyo-workshop A collection of research code releases from Google Brain's Tokyo team, including projects on weight agnostic neural networks, neuroevolutio… | 10 | 1285 | maintenance |
| pprp/awesome-attention-mechanism-in-cv A curated awesome list of attention mechanisms and plug-and-play modules for computer vision, with links to papers and implementations. It … | 32 | 1281 | maintenance |
| open-mmlab/OpenMMLabCourse A collection of articles, video lectures, and Jupyter notebook tutorials from the OpenMMLab team covering computer vision algorithms and th… | 32 | 1281 | maintenance |
| greenelab/deep-review A collaboratively written review paper on deep learning in genomics and precision medicine, authored on GitHub using the Manubot toolchain.… | 23 | 1280 | maintenance |
| jayleicn/animeGAN A simple PyTorch implementation of DCGAN focused on generating anime face images, including a pretrained model and Jupyter notebook demos. … | 23 | 1277 | maintenance |
| shicai/MobileNet-Caffe A Caffe implementation of Google's MobileNet v1 and v2 architectures with pretrained ImageNet model weights. It includes evaluation scripts… | 32 | 1273 | maintenance |
| ucla-rlcourse/RLexample A collection of Jupyter Notebook and Python script examples demonstrating basic reinforcement learning with Gymnasium, PyTorch, and simulat… | 62 | 1272 | maintenance |
| ZhugeKongan/torch-template-for-deep-learning A PyTorch template repository collecting implementations of classical backbone CNNs, data augmentation techniques, loss functions, attentio… | 32 | 1269 | maintenance |
| datitran/raccoon_dataset A small open dataset of 200 labeled raccoon images (160 train / 40 validation) with PASCAL VOC XML annotations, created to train an object … | 32 | 1269 | maintenance |
| Captain1986/CaptainBlackboard A collection of technical notes and tutorials (in Chinese) covering machine learning, deep learning, computer vision, and C++ engineering t… | 32 | 1268 | maintenance |
| The-AI-Summer/Deep-Learning-In-Production An open-source book (with accompanying Jupyter Notebook examples) about building, training, deploying, scaling, and maintaining deep learni… | 32 | 1265 | maintenance |
| PacktPublishing/Learn-CUDA-Programming The companion code repository for the Packt book 'Learn CUDA Programming', a beginner's guide to GPU programming and parallel computing wit… | 32 | 1263 | maintenance |
| dxli94/WLASL WLASL is the largest video dataset for word-level American Sign Language (ASL) recognition, containing samples for 2,000 common ASL words/g… | 32 | 1263 | maintenance |
| handcraftsman/GeneticAlgorithmsWithPython Source code repository accompanying the book 'Genetic Algorithms with Python' by Clinton Sheppard. It provides step-by-step tutorial projec… | 32 | 1260 | maintenance |
| ilmoi/MML-Book A collection of Jupyter Notebook solutions and exploratory Python code for the 'Mathematics for Machine Learning' book, covering chapters 2… | 51 | 1259 | maintenance |
| openai/following-instructions-human-feedback The official companion repository for OpenAI's InstructGPT paper on aligning language models with human intent via reinforcement learning f… | 10 | 1259 | maintenance |
| kjw0612/awesome-random-forest A curated list of resources on random forests and tree-based methods, including code libraries, lectures, books, papers, and applications. … | 32 | 1254 | maintenance |
| kakaobrain/coyo-dataset COYO-700M is a large-scale dataset of 747M image-text pairs scraped from CommonCrawl HTML documents, with extensive image- and text-level f… | 10 | 1254 | maintenance |
| oreilly-japan/deep-learning-from-scratch-2 Companion source code repository for the O'Reilly Japan book 'Deep Learning from Scratch 2: Natural Language Processing' (2018). It contain… | 32 | 1250 | maintenance |
| zhanggyb/nndl A Chinese translation of Michael Nielsen's free online book 'Neural Networks and Deep Learning', written in LaTeX and compiled to PDF. It o… | 23 | 1250 | maintenance |
| WenzheLiu-Speech/awesome-speech-enhancement A curated awesome-list of papers, code repositories, tools, books, and resources for speech enhancement, speech separation, dereverberation… | 32 | 1249 | maintenance |
| Trajectory Prediction Tools A curated awesome-list of papers, datasets, and code repositories for trajectory prediction research. It covers RNN-based and modern deep l… | 32 | 1249 | maintenance |
| jbrownlee/Datasets A repository of machine learning datasets (CSV and zipped files) used in tutorials on MachineLearningMastery.com, covering classification, … | 23 | 1247 | maintenance |
| wangyuGithub01/Machine_Learning_Resources A curated collection of links and notes for reviewing machine learning concepts for technical interviews, originally written in Chinese. It… | 32 | 1241 | maintenance |
| dsgiitr/graph_nets A collection of PyTorch implementations with accompanying blog-style Jupyter notebooks explaining major graph representation learning paper… | 38 | 1237 | maintenance |
| Hyperparticle/one-pixel-attack-keras A Keras/TensorFlow implementation and tutorial of the 'One Pixel Attack' paper, which fools deep neural networks by modifying a single pixe… | 32 | 1237 | maintenance |
| matsuolab-edu/dl4us DL4US is a publicly released set of Jupyter Notebook course materials for a practical deep learning course aimed at engineers, originally o… | 32 | 1234 | maintenance |
| ayushidalmia/awesome-fashion-ai A curated awesome-list of research papers, datasets, workshops, and tutorials on AI for fashion and e-commerce. It organizes papers by topi… | 32 | 1233 | maintenance |
| MorvanZhou/Evolutionary-Algorithm A collection of Python tutorial scripts and visualizations teaching evolutionary algorithms, including Genetic Algorithm, Evolution Strateg… | 32 | 1232 | maintenance |
| mlbvn/ml-yearning-vi A Vietnamese translation of Andrew Ng's book 'Machine Learning Yearning', covering how to structure machine learning projects and make algo… | 32 | 1229 | maintenance |
| sudharsan13296/Hands-On-Meta-Learning-With-Python A Jupyter Notebook companion repository for the book 'Hands-On Meta Learning with Python', implementing meta-learning algorithms like MAML,… | 32 | 1228 | maintenance |
| hanbt/learn_dl A collection of deep learning algorithm implementations written from scratch in Python 3, intended as a learning resource for beginners. It… | 74 | 1224 | maintenance |
| vmayoral/basic_reinforcement_learning An introductory tutorial series on reinforcement learning with step-by-step Jupyter Notebook walkthroughs covering Q-learning, SARSA, DQN, … | 32 | 1224 | maintenance |
| campusx-official/ML-Roadmap-for-2022 A curated roadmap of machine learning videos, links, projects, and datasets designed to take a learner from Python basics to applied ML pro… | 32 | 1224 | maintenance |
| roomylee/awesome-relation-extraction A curated awesome-list of resources for Relation Extraction, an NLP task, including surveys, papers, datasets, videos, systems, and framewo… | 32 | 1224 | maintenance |
| Full Stack Deep Learning Text Recognizer Lab materials for the Full Stack Deep Learning course, building a handwriting recognition system from scratch and deploying it as a web ser… | 32 | 1224 | maintenance |
| durgeshsamariya/Data-Science-Machine-Learning-Project-with-Source-Code A curated awesome-list of data science and machine learning projects with source code, linking to articles, GitHub repos, and Kaggle kernel… | 32 | 1224 | maintenance |
| dee1024/pytorch-captcha-recognition A PyTorch-based end-to-end CNN model for recognizing captchas (digits and letters) without manual image preprocessing, using self-generated… | 32 | 1220 | maintenance |
| hunkim/deep_architecture_genealogy A curated genealogy of deep learning architectures, organized as a mindmap (Coggle) and auto-generated text index linking to arXiv papers. … | 32 | 1220 | maintenance |
| TencentGameMate/chinese_speech_pretrain A collection of Chinese speech pretrained models (wav2vec 2.0 and HuBERT, BASE and LARGE) trained by Tencent on 10,000 hours of WenetSpeech… | 32 | 1214 | maintenance |
| jwwthu/GNN4Traffic A curated collection of research papers on Graph Neural Networks for traffic forecasting, accompanying published surveys. It includes paper… | 32 | 1211 | maintenance |
| Kaixhin/grokking-pytorch A tutorial-style guide explaining how to think about and use PyTorch, built around the official MNIST example. It walks through computation… | 32 | 1199 | maintenance |
| tatsath/fin-ml A collection of Jupyter notebooks containing case study code from the O'Reilly book 'Machine Learning and Data Science Blueprints for Finan… | 32 | 1199 | maintenance |
| cloneofsimo/minDiffusion A self-contained, minimalistic PyTorch implementation of denoising diffusion probabilistic models (DDPM) intended for education. The core i… | 32 | 1199 | maintenance |
| justimyhxu/awesome-3D-generation A curated awesome-list of research papers on 3D generation, covering 3D shape generation and 3D-aware image generation, accompanied by an a… | 32 | 1198 | maintenance |
| thismlguy/analytics_vidhya A collection of Jupyter Notebook code from Analytics Vidhya activities, including articles, hackathon solutions, and discussions. It serves… | 32 | 1193 | maintenance |
| NVIDIA-AI-IOT/jetracer JetRacer is an open-source project for building an autonomous AI racecar powered by NVIDIA Jetson Nano. It provides Jupyter notebook exampl… | 23 | 1192 | maintenance |
| hikariming/chat-dataset-baseline A curated Chinese conversational dataset plus fine-tuning scripts for training chat models like ChatGLM, built on top of LLaMA-Factory. It … | 38 | 1191 | maintenance |
| RubensZimbres/Repo-2017 A personal collection of Python example scripts covering machine learning, deep learning, NLP, and reinforcement learning, built with Keras… | 32 | 1191 | maintenance |
| stylegan-human/StyleGAN-Human StyleGAN-Human is a research project providing a large-scale annotated human image dataset (230K+ samples) and StyleGAN-based models for un… | 33 | 1190 | maintenance |
| markdtw/awesome-architecture-search A curated awesome-list of neural architecture search and hyper-parameter optimization resources, including papers and code links organized … | 32 | 1190 | maintenance |
| alexattia/Data-Science-Projects A collection of personal data science and machine learning projects built around Kaggle and HackerRank challenges, written in Python and Ju… | 32 | 1189 | maintenance |
| hse-aml/natural-language-processing A collection of Jupyter Notebook assignments for the Higher School of Economics Natural Language Processing course on Coursera. It covers c… | 23 | 1189 | maintenance |
| lartpang/PyTorchTricks A curated collection of PyTorch tips and tricks covering training speedup, data loading optimization, memory savings, and inference acceler… | 32 | 1188 | maintenance |
| kavgan/nlp-in-practice A collection of Jupyter notebooks and Python scripts demonstrating practical NLP and text mining techniques, including Word2Vec, TF-IDF key… | 32 | 1185 | maintenance |
| THUYimingLi/backdoor-learning-resources A curated list of academic papers, toolboxes, and theses on backdoor learning (neural Trojan) attacks and defenses in machine learning, mai… | 32 | 1183 | maintenance |
| harvitronix/five-video-classification-methods Companion code for a blog post demonstrating five deep learning approaches to video action classification using Keras and TensorFlow on the… | 23 | 1182 | maintenance |
| kuleshov/cornell-cs5785-2020-applied-ml Executable Jupyter notebook course notes and slides for Cornell Tech's Applied Machine Learning (CS5785) Fall 2020 course, accompanied by Y… | 32 | 1181 | maintenance |
| ashishpatel26/Treasure-of-Transformers A curated awesome-list of transformer models for NLP, linking papers, blogs, videos, official repositories, and Colab notebooks for each mo… | 48 | 1179 | maintenance |
| karpathy/randomfun A collection of Jupyter notebooks and random scripts by Andrej Karpathy used for experimentation and learning. It serves as a playground of… | 32 | 1179 | maintenance |
| baidu/DuReader DuReader is a collection of Chinese machine reading comprehension and question answering benchmark datasets, including MRC, passage retriev… | 32 | 1179 | maintenance |
| pskrunner14/trading-bot A stock trading bot that uses Deep Q-Learning reinforcement learning to learn buy/sell/hold policies from historical stock price data. It i… | 32 | 1178 | maintenance |