resource: machine-learning
1710 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| imsheridan/DeepRec A curated collection of must-read papers and industry presentations on deep recommendation systems and CTR prediction, organized by topic w… | 32 | 1016 | maintenance |
| nlptown/nlp-notebooks A collection of Jupyter notebooks covering practical Natural Language Processing topics, from word embeddings and topic modeling to BERT-ba… | 32 | 1014 | maintenance |
| tanelp/tiny-diffusion A minimal PyTorch implementation of probabilistic diffusion models (DDPM) trained on 2D point datasets like the Datasaurus Dozen. It includ… | 31 | 1014 | maintenance |
| beyondguo/LLM-Tuning A collection of tutorials, scripts, and research code for fine-tuning large language models (LLaMA2, Qwen, ChatGLM, Baichuan, InternLM) wit… | 29 | 1014 | maintenance |
| yangqy1110/Diffusion-Models A curated collection of learning resources for diffusion models, including classic papers, blog posts, videos, and annotated PyTorch implem… | 32 | 1009 | maintenance |
| CodingTrain/Machine-Learning A curated collection of machine learning learning resources (articles, books, courses, videos, tools) maintained by the Coding Train for it… | 77 | 1004 | maintenance |
| ZhuiyiTechnology/pretrained-models A model zoo of open-source Chinese pre-trained language models (RoBERTa, SimBERT, WoBERT, T5 PEGASUS) released by Zhuiyi Technology, with s… | 32 | 1003 | maintenance |
| Doraemonzzz/Learning-from-data A collection of study notes and worked solutions for the exercises in the 'Learning from Data' machine learning textbook, written in Markdo… | 32 | 1002 | maintenance |
| mshumer/gpt-llm-trainer A set of Jupyter/Colab notebooks that automate the LLM fine-tuning pipeline: given a task description, they generate a synthetic dataset wi… | 36 | 4177 | experimental |
| MoonshotAI/Kimi-k1.5 The official repository for Kimi k1.5, Moonshot AI's o1-level multimodal LLM trained with scaled reinforcement learning, primarily containi… | 25 | 3469 | experimental |
| datawhalechina/statistical-learning-method-solutions-manual An open-source solutions manual for the exercise problems in Li Hang's textbooks 'Statistical Learning Methods' and 'Machine Learning Metho… | 68 | 2082 | experimental |
| AetherCortex/Llama-X Llama-X is an open academic research project aiming to progressively improve Meta's LLaMA into a state-of-the-art open LLM through communit… | 30 | 1602 | experimental |
| apoorvnandan/tensor.h A tiny tensor library written in raw C, built as a step-by-step educational project explaining neural networks, autograd, and training from… | 26 | 1467 | experimental |
| altera-al/project-sid Repository for the Project Sid technical report on large-scale many-agent simulations toward AI civilization, including the PIANO agent arc… | 22 | 1373 | experimental |
| yanyan-li/SLAM-BOOK An open book draft (in Chinese) explaining geometric and deep learning methods used in SLAM systems, with accompanying code per chapter. It… | 32 | 1089 | experimental |
| ctlllll/LLM-ToolMaker Research code for the LATM (LLMs as Tool Makers) framework, where a powerful LLM writes reusable Python tool functions and a cheaper LLM us… | 29 | 1064 | experimental |
| karpathy/nanoGPT A minimal, readable repository for training and finetuning medium-sized GPT models, containing a ~300-line training loop and a ~300-line GP… | 54 | 62777 | abandoned |
| ageron/handson-ml Jupyter notebook companion to the first edition of the O'Reilly book 'Hands-on Machine Learning with Scikit-Learn and TensorFlow', teaching… | 69 | 25600 | abandoned |
| mnielsen/neural-networks-and-deep-learning Code samples accompanying Michael Nielsen's free online book 'Neural Networks and Deep Learning'. It implements neural networks from scratc… | 32 | 17909 | abandoned |
| openai/gpt-3 The official OpenAI repository accompanying the GPT-3 paper 'Language Models are Few-Shot Learners', containing sample generations, synthet… | 10 | 15715 | abandoned |
| zziz/pwc A curated, weekly-updated list of machine learning research papers sorted by GitHub stars, linking each paper to its official code implemen… | 32 | 15312 | abandoned |
| jikexueyuanwiki/tensorflow-zh A community-driven Chinese translation of the official TensorFlow documentation, organized by JikeXueyuan Wiki shortly after TensorFlow's 2… | 32 | 12352 | abandoned |
| tonybeltramelli/pix2code A research project and model that uses deep learning to generate front-end code (iOS, Android, web) from a single GUI screenshot. It includ… | 32 | 12021 | abandoned |
| soumith/ganhacks A curated list of practical tips and tricks for training Generative Adversarial Networks (GANs), originally compiled as a starter for the '… | 32 | 11617 | abandoned |
| czy36mengfei/tensorflow2_tutorials_chinese A collection of Chinese-language Jupyter Notebook tutorials for TensorFlow 2.0, adapted from official TensorFlow tutorials with Keras-based… | 32 | 7772 | abandoned |
| src-d/awesome-machine-learning-on-source-code A curated awesome-list of research papers, datasets, talks, and software projects on applying machine learning to source code (MLonCode). I… | 32 | 6633 | abandoned |
| udacity/self-driving-car Udacity's open-source self-driving car project, containing deep learning steering models, ROS nodes, and over 10 hours of annotated driving… | 10 | 6313 | abandoned |
| nlintz/TensorFlow-Tutorials A collection of simple tutorial scripts introducing deep learning with Google's TensorFlow, ported from Theano tutorials. It covers topics … | 32 | 6028 | abandoned |
| pkmital/tensorflow_tutorials A collection of TensorFlow tutorials progressing from basic graph computation to deep learning models like convolutional networks, autoenco… | 32 | 5668 | abandoned |
| hzy46/Deep-Learning-21-Examples Companion code repository for the Chinese book '21 Projects to Master Deep Learning with TensorFlow', containing 21 hands-on example projec… | 32 | 4681 | abandoned |
| Practical PyTorch Tutorials A collection of project-based Jupyter notebook tutorials for learning PyTorch, focused on recurrent neural networks for NLP tasks like clas… | 10 | 4539 | abandoned |
| dennybritz/deeplearning-papernotes A curated collection of summaries and personal notes on deep learning research papers, organized chronologically with links to arXiv, artic… | 32 | 4421 | abandoned |
| dsgiitr/d2l-pytorch A Jupyter Notebook adaptation of the 'Dive Into Deep Learning' book, converting its MXNet code examples into PyTorch. It covers deep learni… | 32 | 4363 | abandoned |
| MorvanZhou/Tensorflow-Tutorial A collection of TensorFlow tutorial code from MorvanZhou (莫烦Python) covering neural network basics through advanced architectures like CNN,… | 32 | 4336 | abandoned |
| Udacity Machine Learning A repository of Jupyter Notebook content for Udacity's Machine Learning curriculum, including projects and their descriptions. The reposito… | 10 | 4030 | abandoned |
| FloydHub An all-in-one Docker image bundling popular deep learning frameworks (TensorFlow, Caffe, Theano, Torch, Keras, Lasagne) with CPU and GPU (C… | 32 | 3854 | abandoned |
| christianversloot/machine-learning-articles An archived collection of machine learning articles originally published on MachineCurve.com between 2019 and 2022, covering topics like ne… | 32 | 3694 | abandoned |
| girls-in-ai/Girls-In-AI Girls-In-AI is a free, Chinese-language curriculum that takes complete programming beginners through Python basics, data analysis with Pand… | 32 | 3387 | abandoned |
| CodedotAl/gpt-code-clippy GPT-Code-Clippy is an open-source effort to replicate GitHub Copilot by fine-tuning GPT-Neo language models on publicly available GitHub co… | 32 | 3265 | abandoned |
| dragen1860/Deep-Learning-with-PyTorch-Tutorials Companion source code and slides for a Chinese-language video course on deep learning with PyTorch, covering CNNs, RNNs, and GANs. It is a … | 32 | 3135 | abandoned |
| yfeng95/GAN A collection of simple, educational implementations of classic Generative Adversarial Networks (GAN, DCGAN, WGAN, CGAN, InfoGAN) in Python … | 32 | 3098 | abandoned |
| ybayle/awesome-deep-learning-music A curated awesome-list of scientific articles, theses, and reports applying deep learning to music, including music information retrieval t… | 32 | 2987 | abandoned |
| caicloud/tensorflow-tutorial A collection of example TensorFlow code and tutorials, originally paired with Caicloud's TensorFlow-as-a-Service development environment. I… | 32 | 2918 | abandoned |
| quantopian/research_public A collection of quantitative finance research projects and lecture notebooks from the Quantopian Lecture Series, written primarily as Jupyt… | 32 | 2866 | abandoned |
| MasteringOpenCV/code Full source code for the Packt book 'Mastering OpenCV with Practical Computer Vision Projects' (2012), containing nine C++ computer vision … | 32 | 2806 | abandoned |
| taki0112/Tensorflow-Cookbook A TensorFlow 1.x cookbook repository collecting reusable operations, utilities, and network templates for GANs and classification. It serve… | 32 | 2741 | abandoned |
| soumith/convnet-benchmarks A benchmarking suite and published results comparing publicly available implementations of convolutional neural networks (convnets) across … | 32 | 2686 | abandoned |
| llSourcell/Learn_Deep_Learning_in_6_Weeks A curated six-week curriculum of videos, readings, and coding exercises for learning deep learning, created by Siraj Raval to accompany his… | 32 | 2650 | abandoned |
| mxnet-the-straight-dope An interactive deep learning book built as a sequence of Jupyter notebooks teaching deep learning concepts using Apache MXNet and its Gluon… | 23 | 2561 | abandoned |
| jindongwang/transferlearning-tutorial LaTeX source for the 'Transfer Learning Concise Handbook' (迁移学习简明手册), an open tutorial on transfer learning and domain adaptation. It is no… | 23 | 2549 | abandoned |
| jcjohnson/cnn-benchmarks A collection of benchmark results and scripts measuring inference speed of popular CNN models (AlexNet, VGG, ResNet, Inception) across CPUs… | 32 | 2531 | abandoned |
| markdregan/Bayesian-Modelling-in-Python A Jupyter Notebook tutorial teaching Bayesian modeling techniques in Python using PyMC3. It covers parameter estimation, model checking, hi… | 32 | 2502 | abandoned |
| jiqizhixin/ML-Tutorial-Experiment A collection of Jupyter Notebook tutorials from Jiqizhixin (Synced) that implement machine learning models from scratch, including CNNs, GA… | 32 | 2489 | abandoned |
| jayinai/data-science-question-answer A collection of Jupyter Notebook-based questions and answers covering data science topics such as SQL, statistics, supervised/unsupervised … | 32 | 2409 | abandoned |
| jostmey/NakedTensor A set of bare-bones TensorFlow example scripts that teach the fundamentals by fitting a straight line to data using gradient descent. It pr… | 32 | 2403 | abandoned |
| pbharrin/machinelearninginaction Source code repository accompanying the Manning book 'Machine Learning in Action' by Peter Harrington. It contains Python example code (wri… | 32 | 2403 | abandoned |
| CreatCodeBuild/TensorFlow-and-DeepLearning-Tutorial A collection of deep learning tutorials taught as an online course in 2016, covering TensorFlow basics, fully connected and convolutional n… | 32 | 2296 | abandoned |
| pannous/tensorflow-speech-recognition An educational repository demonstrating speech recognition with TensorFlow using sequence-to-sequence neural networks. The project is expli… | 32 | 2172 | abandoned |
| yao62995/tensorflow A curated collection of illustrated articles analyzing TensorFlow's internal source code, covering Session, Graph, Kernels, and Devices wit… | 32 | 2170 | abandoned |
| lilianweng/stock-rnn A tutorial repository demonstrating how to build and train an RNN with multilayer LSTM cells in TensorFlow to predict stock market prices, … | 32 | 1994 | abandoned |
| floydhub/dl-setup A detailed step-by-step guide for setting up a Linux machine for deep learning research, covering Nvidia drivers, CUDA, cuDNN, Python packa… | 32 | 1963 | abandoned |
| robertmartin8/MachineLearningStocks A Python tutorial project and template applying scikit-learn classifiers to historical stock prices and fundamentals to predict which stock… | 32 | 1961 | abandoned |
| VivekPa/AIAlpha An educational Python project demonstrating a stacked neural network architecture (autoencoder plus LSTM and Random Forest models) for pred… | 32 | 1958 | abandoned |
| alrojo/tensorflow-tutorial A collection of five interactive Jupyter notebook labs teaching deep learning with TensorFlow, covering feedforward networks, CNNs, RNNs, a… | 32 | 1955 | abandoned |
| Custom TensorFlow builds An archived repository of prebuilt TensorFlow binary wheels compiled with SIMD instruction sets (AVX, FMA, SSE) for CPUs lacking official w… | 10 | 1891 | abandoned |
| xiaohu2015/DeepLearning_tutorials A collection of deep learning algorithms (MLP, CNN, autoencoders, RBM, DBN, and modern CNN architectures) implemented from scratch in Tenso… | 32 | 1841 | abandoned |
| ssusnic/Machine-Learning-Flappy-Bird An HTML5 tutorial project that teaches an AI to play Flappy Bird using a neural network trained via a genetic algorithm (neuroevolution). I… | 32 | 1839 | abandoned |
| 王者荣耀AI (Reinforcement Learning King of Glory AI) A PyTorch-based AI that plays the mobile game Honor of Kings (王者荣耀), built with a Resnet101 vision encoder plus a GPT/Transformer decoder, … | 32 | 1828 | abandoned |
| tdeboissiere/DeepLearningImplementations A collection of Python implementations of recent deep learning research papers, including DenseNet, various GAN variants, pix2pix, InfoGAN,… | 32 | 1812 | abandoned |
| mesolitica/NLP-Models-Tensorflow A collection of 335+ simplified Jupyter Notebook implementations of machine learning and TensorFlow 1.x deep learning models for NLP tasks,… | 10 | 1781 | abandoned |
| robbertliu/deeplearning.ai-andrewNG A collection of slides, Jupyter notebooks, datasets, solutions, and video links for Andrew Ng's deeplearning.ai Deep Learning Specializatio… | 32 | 1778 | abandoned |
| 404notf0und/AI-for-Security-Learning A curated Chinese-language learning resource collecting articles, papers, and industry practices on applying AI and machine learning to sec… | 32 | 1772 | abandoned |
| llSourcell/YOLO_Object_Detection Companion code for Siraj Raval's YouTube video on YOLO object detection, built on the darkflow TensorFlow implementation of real-time objec… | 32 | 1770 | abandoned |
| openai/requests-for-research A curated, living collection of deep learning research problems published by OpenAI to help newcomers and practitioners build research skil… | 10 | 1731 | abandoned |
| abdulfatir/twitter-sentiment-analysis A collection of Python scripts comparing sentiment analysis methods on tweets, including Naive Bayes, SVM, logistic regression, CNN, and LS… | 32 | 1653 | abandoned |
| hgpvision/darknet A fork of the Darknet deep learning framework (written in pure C and CUDA) annotated with detailed Chinese comments explaining framework in… | 32 | 1599 | abandoned |
| ogrisel/parallel_ml_tutorial A Jupyter notebook tutorial on parallel machine learning with scikit-learn and IPython, covering scalable feature extraction, parallel cros… | 32 | 1589 | abandoned |
| dennybritz/chatbot-retrieval A reference implementation of the Dual LSTM Encoder model for retrieval-based dialog response selection, built in TensorFlow and trained on… | 32 | 1570 | abandoned |
| GoogleCloudPlatform/cloudml-samples A collection of sample code and notebook tutorials for Google Cloud AI Platform (Cloud ML Engine) covering model training, online predictio… | 10 | 1548 | abandoned |
| sjchoi86/dl_tutorials A collection of deep learning tutorial presentations and accompanying code (2nd edition), covering topics from Python and TensorFlow basics… | 32 | 1515 | abandoned |
| firmai/awesome-google-colab A curated list of GitHub repositories containing ready-to-run Google Colaboratory notebooks for data science and machine learning, with dat… | 32 | 1513 | abandoned |
| sangyx/deep-finance A curated awesome-list of datasets, papers, and books on deep learning applied to finance, covering stock prediction, portfolio selection, … | 10 | 1511 | abandoned |
| yeyun111/dlcv_for_beginners Companion code repository for the Chinese book 'Deep Learning and Computer Vision: A Practical Introduction', containing example code acros… | 32 | 1506 | abandoned |
| tjwei/GANotebooks A collection of Jupyter notebook implementations of generative adversarial networks, including WGAN, improved WGAN-GP, InfoGAN, DCGAN, Cycl… | 32 | 1485 | abandoned |
| Creative Applications of Deep Learning (CADL) Archived repository of lecture transcripts and homework Jupyter Notebooks for the free Kadenze MOOC 'Creative Applications of Deep Learning… | 32 | 1482 | abandoned |
| Rachnog/Deep-Trading A collection of deep learning experiments for algorithmic trading, focused on time series forecasting with neural networks. It serves as an… | 32 | 1462 | abandoned |
| kubeflow/examples A collection of extended examples and tutorials for Kubeflow, demonstrating machine learning workflows, pipelines, and deployments on Kuber… | 39 | 1461 | abandoned |
| openai/grade-school-math GSM8K is a dataset of 8.5K linguistically diverse grade school math word problems (7.5K train, 1K test) released by OpenAI to diagnose mult… | 10 | 1450 | abandoned |
| AlexiaJM/Deep-learning-with-cats A toy educational repository demonstrating how to build deep neural networks, primarily Generative Adversarial Networks (DCGAN, WGAN, WGAN-… | 32 | 1440 | abandoned |
| llSourcell/tensorflow_chatbot Demo code accompanying a YouTube tutorial that trains a TensorFlow sequence-to-sequence chatbot on the Cornell Movie Dialogue dataset. It i… | 32 | 1439 | abandoned |
| martin-gorner/tensorflow-mnist-tutorial Sample code accompanying the 'TensorFlow and deep learning, without a PhD' presentation and code lab, teaching neural network basics on the… | 10 | 1432 | abandoned |
| alexsosn/iOS_ML A curated awesome-list of machine learning, deep learning, NLP, computer vision, and speech resources for iOS developers, focusing on libra… | 32 | 1427 | abandoned |
| BilalReffas/EmojiIntelligence A neural network implemented entirely in Swift inside an Apple Playground that recognizes hand-drawn emojis from 8x8 pixel inputs. It serve… | 32 | 1426 | abandoned |
| weiweifan/Big-Data-Resources A curated list of learning resources for big data, data mining, recommender systems, and machine learning, including videos, books, blogs, … | 32 | 1414 | abandoned |
| lightaime/cs231n Completed solutions for Stanford's CS231n (Convolutional Neural Networks for Visual Recognition) course assignments, written in Jupyter Not… | 32 | 1406 | abandoned |
| magenta/magenta-demos A collection of demonstration projects for Google's Magenta machine learning models for music and art generation, including browser-based p… | 10 | 1349 | abandoned |
| Newmu/Theano-Tutorials A collection of bare-bones Python tutorials introducing machine learning with Theano, progressing from linear regression to convolutional n… | 32 | 1307 | abandoned |
| joanbruna/stat212b A UC Berkeley Statistics topics course (Spring 2016) on deep learning, with lecture notes, syllabus, and reading lists covering CNNs, scatt… | 32 | 1300 | abandoned |
| soeaver/caffe-model A model zoo of pre-trained Caffe models (caffemodel files) and deploy prototxt files for popular architectures such as ResNet, ResNeXt, Inc… | 32 | 1276 | abandoned |
| farzaa/DeepLeague DeepLeague is a computer vision and deep learning project that applies YOLO-based object detection to the League of Legends minimap, bundle… | 32 | 1212 | abandoned |