resource: machine-learning
1710 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| QuantTrader A collection of Jupyter notebooks and accompanying blog posts covering quantitative trading research, including portfolio optimization, pai… | 32 | 3017 | maintenance |
| weslynn/AlphaTree-graphic-deep-neural-network AlphaTree is a curated AI learning roadmap covering machine learning, deep learning, GANs, graph neural networks, NLP, and big data, with v… | 69 | 3015 | maintenance |
| nborwankar/LearnDataScience A collection of open IPython Notebook-based learning materials for self-directed study in data science, covering linear regression, logisti… | 42 | 2983 | maintenance |
| computerhistory/AlexNet-Source-Code The original 2012 source code of AlexNet, the convolutional neural network that won the ImageNet 2012 competition, released as open source … | 26 | 2975 | maintenance |
| leriomaggio/deep-learning-keras-tensorflow A Jupyter Notebook tutorial series introducing deep neural networks using Keras and TensorFlow, covering perceptrons, CNNs, autoencoders, a… | 23 | 2967 | maintenance |
| PyTorch 官方中文文档 A Chinese translation of the official PyTorch tutorials, covering a 60-minute quickstart, computer vision, NLP, GANs, and reinforcement lea… | 75 | 2955 | maintenance |
| ConceptNet ConceptNet is a large multilingual commonsense knowledge graph linking over 13 million concepts across many natural languages, distributed … | 32 | 2955 | maintenance |
| DSKSD/DeepNLP-models-Pytorch A collection of Jupyter Notebook implementations of deep NLP models from Stanford's CS-224n course, written in PyTorch. It covers models li… | 32 | 2944 | maintenance |
| mercari/ml-system-design-pattern A documentation collection of system design patterns for building, serving, and operating machine learning systems in production, published… | 32 | 2929 | maintenance |
| ndrplz/self-driving-car A collection of source code for all projects from the Udacity Self-Driving Car Engineer Nanodegree, covering lane finding, traffic sign cla… | 32 | 2921 | maintenance |
| EdjeElectronics/TensorFlow-Object-Detection-API-Tutorial-Train-Multiple-Objects-Windows-10 A step-by-step tutorial repository teaching how to train a TensorFlow Object Detection classifier for multiple custom objects on Windows 10… | 32 | 2918 | maintenance |
| hoya012/awesome-anomaly-detection A curated list of anomaly detection resources including survey papers, research papers, and datasets organized by data type (time-series, v… | 32 | 2904 | maintenance |
| thunlp/UltraChat UltraChat is a large-scale dataset of 1.57M informative, diverse multi-round dialogue instructions generated with LLMs, plus UltraLM, a ser… | 30 | 2892 | maintenance |
| robi56/Deep-Learning-for-Recommendation-Systems A curated collection of deep learning articles, papers, and repositories focused on recommender systems. It serves as a reference list cove… | 32 | 2890 | maintenance |
| horance-liu/tensorflow-internals An open-source ebook (LaTeX source) explaining TensorFlow's kernel and implementation mechanisms, covering the programming model, computati… | 23 | 2888 | maintenance |
| Machine-Learning-Tokyo/Interactive_Tools A curated list of interactive tools for learning machine learning, deep learning, and math, including browser-based visualizers like Transf… | 32 | 2883 | maintenance |
| L1aoXingyu/code-of-learn-deep-learning-with-pytorch Companion Jupyter Notebook code repository for the Chinese book 'Learn Deep Learning with PyTorch' (深度学习入门之PyTorch). It covers PyTorch basi… | 32 | 2874 | maintenance |
| google-deepmind/alphatensor Code and data accompanying DeepMind's AlphaTensor publication on discovering faster matrix multiplication algorithms with reinforcement lea… | 32 | 2854 | maintenance |
| GoogleCloudPlatform/tensorflow-without-a-phd A six-episode crash course with Jupyter Notebook code samples, videos, slides, and codelabs teaching software developers deep learning with… | 10 | 2851 | maintenance |
| MenghaoGuo/Awesome-Vision-Attentions A curated awesome-list of papers on visual attention mechanisms in computer vision, accompanying the survey 'Attention Mechanisms in Comput… | 32 | 2842 | maintenance |
| easy-tensorflow/easy-tensorflow A collection of simple, comprehensive TensorFlow tutorials with detailed Jupyter notebook explanations and accompanying Python source code.… | 23 | 2841 | maintenance |
| MichalDanielDobrzanski/DeepLearningPython Python 3.5.2 port of the companion scripts for the book 'Neural Networks and Deep Learning' (neuralnetworksanddeeplearning.com), including … | 32 | 2831 | maintenance |
| ypwhs/captcha_break A tutorial repository demonstrating how to break captcha images using deep learning with Keras, including a CNN and CRNN with CTC loss. It … | 23 | 2822 | maintenance |
| rasbt/deep-learning-book Companion repository for the book 'Introduction to Artificial Neural Networks and Deep Learning: A Practical Guide with Applications in Pyt… | 32 | 2821 | maintenance |
| susanli2016/NLP-with-Python A collection of Jupyter Notebook tutorials covering natural language processing with Python libraries such as Scikit-Learn, NLTK, SpaCy, Ge… | 32 | 2793 | maintenance |
| brightmart/roberta_zh A repository of pre-trained RoBERTa models for Chinese, implemented in TensorFlow with PyTorch versions also provided, loadable directly as… | 32 | 2790 | maintenance |
| veb-101/Data-Science-Projects A curated collection of data science projects implemented in Python via Jupyter Notebooks, intended for hands-on learning. It covers a rang… | 32 | 2777 | maintenance |
| RedstoneWill/HsuanTienLin_MachineLearning A curated collection of notes, videos, and study materials for Hsuan-Tien Lin's NTU machine learning courses 'Machine Learning Foundations'… | 32 | 2776 | maintenance |
| FranxYao/chain-of-thought-hub A benchmarking hub and collection of evaluation scripts measuring large language models' complex reasoning ability using chain-of-thought p… | 30 | 2774 | maintenance |
| songyingxin/NLPer-Interview A curated collection of study notes and interview questions for NLP algorithm engineer positions, covering Python/C++, math, machine learni… | 32 | 2757 | maintenance |
| PaddlePaddle/book An interactive deep learning tutorial book ('Deep Learning 101') built as Jupyter Notebooks using the PaddlePaddle framework. It covers fun… | 10 | 2751 | maintenance |
| MubertAI/Mubert-Text-to-Music A set of Google Colab notebooks demonstrating prompt-based text-to-music generation through the Mubert API, including a demo combining Defo… | 32 | 2723 | maintenance |
| aaron-xichen/pytorch-playground A PyTorch playground providing pretrained models and dataset loaders for popular benchmarks like MNIST, SVHN, CIFAR10/100, STL10, and Image… | 32 | 2718 | maintenance |
| FLHonker/Awesome-Knowledge-Distillation A curated awesome-list of knowledge distillation papers (2014-2021), organized by categories such as knowledge forms, KD+GAN, data-free KD,… | 32 | 2686 | maintenance |
| llSourcell/Learn_Data_Science_in_3_Months A curated 12-week curriculum for learning data science, created by Siraj Raval to accompany his YouTube course. It links to free courses, c… | 32 | 2685 | maintenance |
| gordicaleksa/pytorch-GAT A PyTorch implementation of the Graph Attention Network (GAT) paper by Veličković et al., built as an educational resource for learning abo… | 32 | 2683 | maintenance |
| mfrdixon/ML_Finance_Codes Official Python source code repository accompanying the textbook 'Machine Learning in Finance: From Theory to Practice' by Dixon, Halperin,… | 32 | 2660 | maintenance |
| vsitzmann/awesome-implicit-representations A curated awesome-list of papers, talks, and Colabs on implicit neural representations (coordinate-based networks like SIREN and neural sce… | 32 | 2647 | maintenance |
| Kayzaks/HackingNeuralNetworks A short educational course (article plus Python exercises) on attacking and defending neural networks, covering techniques like backdooring… | 32 | 2637 | maintenance |
| GanjinZero/awesome_Chinese_medical_NLP A curated awesome-list of public Chinese medical NLP resources, including terminology sets, corpora, word vectors, pretrained models, knowl… | 32 | 2629 | maintenance |
| chihming/awesome-network-embedding A curated awesome-list of network embedding (graph representation learning) techniques, linking research papers to their implementations. I… | 32 | 2627 | maintenance |
| znxlwm/pytorch-generative-model-collections A PyTorch collection implementing many GAN variants (GAN, LSGAN, WGAN, WGAN-GP, DRAGAN, CGAN, infoGAN, ACGAN, EBGAN, BEGAN) with a shared a… | 32 | 2627 | maintenance |
| gerdm/prml A collection of Jupyter notebooks implementing algorithms and reproducing figures from Christopher Bishop's book 'Pattern Recognition and M… | 32 | 2627 | maintenance |
| amaas/stanford_dl_ex Starter code and programming exercises for the Stanford Unsupervised Feature Learning and Deep Learning (UFLDL) Tutorial. It accompanies th… | 32 | 2622 | maintenance |
| romeokienzler/TensorFlow A collection of Jupyter notebooks and supporting material accompanying the author's TensorFlow articles, focused on TensorFlow 2.x features… | 32 | 2607 | maintenance |
| jdwittenauer/ipython-notebooks A collection of IPython/Jupyter notebooks covering Python, popular data science libraries (NumPy, Pandas, Scikit-learn, etc.), and machine … | 32 | 2592 | maintenance |
| sjchoi86/Tensorflow-101 A collection of TensorFlow tutorials written as Jupyter Notebooks, aimed at TensorFlow and deep learning beginners. It covers basics throug… | 32 | 2591 | maintenance |
| virginiakm1988/ML2022-Spring Official repository of code, slides, and videos for Hung-yi Lee's Machine Learning 2022 Spring course at National Taiwan University, contai… | 32 | 2591 | maintenance |
| km1994/NLP-Interview-Notes A curated collection of NLP algorithm engineer interview questions and study notes, covering topics like HMM, MEMM, CRF, BERT, Transformer,… | 32 | 2580 | maintenance |
| NeuronDance/DeepRL A curated educational repository by the DeepRL Lab that collects learning materials, research institutions, notable researchers, and applic… | 32 | 2571 | maintenance |
| sfikas/medical-imaging-datasets A curated list of medical imaging datasets covering radiology, histopathology, microscopy, and multimodal databases. It serves as a referen… | 32 | 2570 | maintenance |
| apachecn/fe4ml-zh A Chinese translation of the O'Reilly book 'Feature Engineering for Machine Learning', maintained by ApacheCN and readable online or self-h… | 32 | 2563 | maintenance |
| Machine-Learning-Tokyo/AI_Curriculum A curated collection of links to open university lecture series on deep learning and reinforcement learning from Stanford, MIT, UC Berkeley… | 32 | 2563 | maintenance |
| exacity/simplified-deeplearning A collection of Chinese-language study notes accompanying the Deep Learning Book, with simplified PyTorch and TensorFlow implementations of… | 23 | 2538 | maintenance |
| wenbihan/reproducible-image-denoising-state-of-the-art A curated collection of popular and reproducible single-image denoising algorithms, spanning classical filtering, sparse coding, and deep l… | 32 | 2517 | maintenance |
| thunlp/NRLPapers A curated list of must-read papers on network representation learning (NRL) and network embedding (NE), organized by model type and applica… | 32 | 2513 | maintenance |
| aleju/papers A curated collection of short, readable summaries of machine learning research papers, covering topics like deep learning, computer vision,… | 32 | 2504 | maintenance |
| curiousily/Getting-Things-Done-with-Pytorch A collection of Jupyter Notebook tutorials (with a free companion book) teaching how to solve real-world machine learning and deep learning… | 32 | 2504 | maintenance |
| hardikkamboj/An-Introduction-to-Statistical-Learning A collection of Jupyter Notebook solutions to the conceptual and applied exercises from the book 'An Introduction to Statistical Learning',… | 32 | 2497 | maintenance |
| makeyourownneuralnetwork/makeyourownneuralnetwork Companion code repository for the book 'Make Your Own Neural Network', containing Jupyter notebooks that build a simple three-layer neural … | 32 | 2495 | maintenance |
| Jack-Cherish/Deep-Learning A collection of hands-on deep learning tutorials and accompanying Python code by Jack Cui, covering projects like handwritten digit recogni… | 32 | 2447 | maintenance |
| github/CodeSearchNet CodeSearchNet is a dataset and benchmark suite from GitHub for semantic code search, containing about 6 million functions across six progra… | 10 | 2443 | maintenance |
| microsoft/AutonomousDrivingCookbook A collection of Jupyter Notebook tutorials, scenarios, and demos from Microsoft Garage for learning autonomous driving algorithms. It cover… | 49 | 2436 | maintenance |
| deeplearningturkiye/turkce-yapay-zeka-kaynaklari A curated Turkish-language collection of deep learning and machine learning resources in Turkey, maintained by the Deep Learning Türkiye co… | 32 | 2428 | maintenance |
| HarderThenHarder/transformers_tasks A collection of Jupyter Notebook-based NLP algorithm implementations built on the Hugging Face transformers library, covering text classifi… | 32 | 2421 | maintenance |
| HuangCongQing/Algorithms_MathModels A MATLAB code collection implementing algorithms commonly used in mathematical modeling competitions (China CUMCM and MCM/ICM), covering op… | 32 | 2421 | maintenance |
| dipanjanS/practical-machine-learning-with-python A companion repository for the Apress book 'Practical Machine Learning with Python', containing all code, Jupyter notebooks, and examples f… | 32 | 2385 | maintenance |
| rmcelreath/stat_rethinking_2023 Repository of course materials for Richard McElreath's 2023 Statistical Rethinking course, including lecture videos, slides, and problem se… | 32 | 2383 | maintenance |
| google/youtube-8m Starter code from Google for training and evaluating TensorFlow models on the YouTube-8M large-scale labeled video dataset. It provides an … | 32 | 2379 | maintenance |
| heucoder/dimensionality_reduction_alo_codes A collection of Python demo implementations of classic dimensionality reduction algorithms including PCA, KPCA, LDA, MDS, ISOMAP, LLE, TSNE… | 32 | 2370 | maintenance |
| ErickWendel/semana-javascript-expert07 JS Expert Week 7.0 tutorial project that builds a gesture controller for streaming platforms using eye blink and hand detection with MediaP… | 31 | 2361 | maintenance |
| fengdu78/machine_learning_beginner A collection of Jupyter Notebook tutorials and curated articles from the 'Machine Learning Beginner' WeChat public account, covering Python… | 32 | 2358 | maintenance |
| D-X-Y/Awesome-AutoDL A curated awesome-list of automated deep learning (AutoDL) resources, covering neural architecture search, hyperparameter optimization, lib… | 32 | 2342 | maintenance |
| rorysroes/SGX-Full-OrderBook-Tick-Data-Trading-Strategy A Jupyter Notebook project demonstrating a high-frequency trading strategy on full limit order book tick data using machine learning. It wa… | 32 | 2332 | maintenance |
| dennybritz/nn-from-scratch A Jupyter Notebook tutorial repository that implements a neural network from scratch in Python, accompanying a WildML blog post. It is educ… | 32 | 2313 | maintenance |
| TrustAGI-Lab/Awesome-Graph-Neural-Networks A curated awesome-list of research papers and resources on Graph Neural Networks, organized by model family (recurrent, convolutional, auto… | 32 | 2310 | maintenance |
| Separius/awesome-sentence-embedding A curated awesome-list of pretrained sentence and word embedding models, organized into tables covering word embeddings, contextualized emb… | 10 | 2290 | maintenance |
| luopeixiang/named_entity_recognition A Chinese named entity recognition project implementing multiple sequence labeling models (HMM, CRF, BiLSTM, BiLSTM+CRF) in Python with PyT… | 32 | 2285 | maintenance |
| Honlan/DeepInterests DeepInterests is a Chinese-language collection of hands-on deep learning projects built with Python3, TensorFlow 1.9, and Keras 2.2, accomp… | 32 | 2283 | maintenance |
| awjuliani/DeepRL-Agents A collection of deep reinforcement learning agents implemented in TensorFlow as Jupyter notebooks, covering algorithms from Q-tables to A3C… | 32 | 2279 | maintenance |
| vaaaaanquish/Awesome-Rust-MachineLearning A curated awesome-list of machine learning libraries, tools, blogs, books, and papers written in Rust. It is aimed at developers migrating … | 32 | 2269 | maintenance |
| yhilpisch/py4fi2nd Companion repository of Jupyter Notebooks and Python code for the book 'Python for Finance' (2nd edition, O'Reilly) by Yves Hilpisch. It co… | 43 | 2268 | maintenance |
| MaxBenChrist/awesome_time_series_in_python A curated awesome-list of Python packages for time series analysis, covering forecasting, feature extraction, anomaly detection, and statis… | 32 | 2259 | maintenance |
| jrothschild33/learn_backtrader A Chinese-language tutorial notebook series systematically teaching the Backtrader Python quantitative backtesting framework. It covers dat… | 32 | 2259 | maintenance |
| TingFree/NLPer-Arsenal A curated Chinese-language resource collection for NLP practitioners, aggregating competition strategies, task baselines with annotated cod… | 32 | 2236 | maintenance |
| Kyubyong/wordvectors A collection of pre-trained word vector (word embedding) models for 30+ languages, built from Wikipedia dumps using Word2Vec and fastText. … | 32 | 2234 | maintenance |
| Zeta36/chess-alpha-zero A research/educational project implementing chess reinforcement learning using AlphaGo Zero methods (self-play, MCTS, residual neural netwo… | 32 | 2224 | maintenance |
| jim-schwoebel/voice_datasets A curated list of 95+ open-source datasets for voice and sound computing, covering speech, audio events, and music. It serves as a referenc… | 23 | 2223 | maintenance |
| forresti/SqueezeNet SqueezeNet is a deep convolutional neural network architecture that achieves AlexNet-level image classification accuracy with 50x fewer par… | 32 | 2218 | maintenance |
| google-deepmind/code_contests CodeContests is a competitive programming dataset from DeepMind used to train AlphaCode. It contains programming problems with test cases p… | 10 | 2202 | maintenance |
| erhwenkuo/deep-learning-with-keras-notebooks A collection of Jupyter notebooks documenting one developer's learning of Keras, covering CNNs, RNNs/LSTMs, autoencoders, seq2seq, image au… | 32 | 2196 | maintenance |
| fendouai/Awesome-Chatbot A curated awesome-list repository collecting chatbot projects, corpora, papers, and tutorials, with a focus on Chinese chatbots and seq2seq… | 75 | 2187 | maintenance |
| wzyonggege/statistical-learning-method A collection of Jupyter notebooks implementing the algorithms from the classic Chinese textbook 'Statistical Learning Methods' (统计学习方法) in … | 75 | 2183 | maintenance |
| zoubohao/DenoisingDiffusionProbabilityModel-ddpm- A minimal, educational PyTorch implementation of Denoising Diffusion Probabilistic Models (DDPM) that trains a UNet on CIFAR-10. It also in… | 32 | 2183 | maintenance |
| zhongqiangwu960812/AI-RecommenderSystem A curated collection of classic recommender system algorithm models with code reimplementations in TensorFlow and PyTorch, paired with blog… | 32 | 2180 | maintenance |
| andrewt3000/DL4NLP A curated list of deep learning resources for natural language processing, covering courses, papers, and notes on sequence modeling tasks l… | 32 | 2180 | maintenance |
| openai/prm800k PRM800K is OpenAI's process supervision dataset containing 800,000 step-level correctness labels for model-generated solutions to MATH data… | 10 | 2148 | maintenance |
| huggingface/evaluation-guidebook A guidebook from Hugging Face sharing practical and theoretical knowledge about LLM evaluation, gathered while managing the Open LLM Leader… | 46 | 2143 | maintenance |
| asadoughi/stat-learning Unofficial notes and exercise solutions for the textbook 'An Introduction to Statistical Learning' (ISLR). It provides worked answers to th… | 32 | 2142 | maintenance |
| luispedro/BuildingMachineLearningSystemsWithPython Source code repository accompanying the book 'Building Machine Learning Systems with Python' (2nd edition) by Luis Pedro Coelho and Willi R… | 32 | 2134 | maintenance |