resource: machine-learning
1710 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| Yutong-Zhou-cv/Awesome-Text-to-Image A curated awesome-list of research papers and resources on text-to-image generation, synthesis, and manipulation, accompanying a CVPRW 2023… | 75 | 2445 | active |
| AI-Efficiency/Awesome-Model-Quantization A curated awesome-list collecting papers, benchmarks, books, and code repositories about neural network and LLM model quantization. It serv… | 73 | 2435 | active |
| aws-samples/aws-machine-learning-university-accelerated-nlp A free course from AWS Machine Learning University covering accelerated Natural Language Processing, with slides, Jupyter notebooks, datase… | 32 | 2433 | stable |
| Liquid4All/cookbook A collection of examples, end-to-end tutorials, and demo applications built with Liquid AI's open-weight Liquid Foundation Models (LFM) and… | 62 | 2429 | active |
| explosion/spacy-course A free, open-source online course teaching advanced NLP with spaCy, covering tokenization, named entity recognition, pipelines, and trainin… | 34 | 2429 | active |
| minitorch/minitorch Minitorch is a student-built deep learning framework suite where learners implement a mini PyTorch-like tensor library with autograd, opera… | 23 | 2410 | active |
| MorvanZhou/Reinforcement-learning-with-tensorflow A collection of simple reinforcement learning tutorial code in Python/TensorFlow, accompanying the Morvan Python (莫烦Python) video course in… | 32 | 9509 | maintenance |
| huseinzol05/Stock-Prediction-Models A collection of Jupyter Notebook implementations of machine learning and deep learning models for stock price forecasting, including 30+ fo… | 10 | 9484 | maintenance |
| nlpxucan/WizardLM The WizardLM family of instruction-tuned large language models (WizardLM, WizardCoder, WizardMath) built with the Evol-Instruct data evolut… | 31 | 9480 | maintenance |
| hamzafarooq/building-llm-applications-from-scratch Open-sourced course materials (code and slides) for building LLM-powered applications from scratch, covering transformer architecture, retr… | 39 | 2389 | active |
| nikhilbarhate99/PPO-PyTorch A minimal, single-threaded PyTorch implementation of Proximal Policy Optimization (PPO) with clipped objective for OpenAI gym environments.… | 32 | 2380 | stable |
| hesamsheikh/ml-retreat A personal learning journal of intermediate-to-advanced machine learning topics, maintained as Jupyter notebooks and PDF study notes. It co… | 40 | 2372 | active |
| NirantK/awesome-project-ideas A curated awesome-list of 30+ practical deep learning and machine learning project ideas spanning NLP, computer vision, forecasting, recomm… | 32 | 9301 | maintenance |
| natolambert/rlhf-book An open-source textbook on Reinforcement Learning from Human Feedback (RLHF) and LLM post-training, available online and in print, with com… | 90 | 2358 | active |
| weihaox/awesome-neural-rendering A curated awesome-list of neural rendering resources, organized into topics like inverse rendering, differentiable rendering, implicit neur… | 74 | 2356 | active |
| TensorFlow Tutorials A collection of Jupyter Notebook tutorials for beginners in Deep Learning and TensorFlow, each paired with a YouTube video. Topics span lin… | 32 | 9268 | maintenance |
| google-research-datasets/Objectron Objectron is a dataset of ~15K object-centric video clips with over 4M annotated images, including 3D bounding box annotations, camera pose… | 54 | 2350 | stable |
| ScanNet/ScanNet ScanNet is a large RGB-D video dataset with 2.5 million views across 1500+ indoor scans, annotated with 3D camera poses, surface reconstruc… | 54 | 2334 | stable |
| PacktPublishing/The-Kaggle-Book The official code repository for 'The Kaggle Book' by Packt Publishing, containing Jupyter Notebook examples from two Kaggle Grandmasters. … | 63 | 2332 | active |
| open-thoughts/open-thoughts OpenThoughts is a community project curating fully open datasets for training reasoning models, including OpenThoughts3-1.2M and OpenThinke… | 45 | 2330 | active |
| switchablenorms/CelebAMask-HQ CelebAMask-HQ is a large-scale face image dataset containing 30,000 high-resolution face images with manually annotated 512x512 segmentatio… | 32 | 2321 | stable |
| ChenHsing/Awesome-Video-Diffusion-Models A curated awesome-list accompanying the ACM Computing Surveys paper 'A Survey on Video Diffusion Models'. It catalogs open-source toolboxes… | 71 | 2316 | active |
| wenhwu/awesome-remote-sensing-change-detection A curated awesome-list compiling datasets, tools, methods, review papers, and competitions for remote sensing change detection. It covers d… | 60 | 2316 | active |
| MoonshotAI/Kimi-K2.5 Kimi K2.5 is Moonshot AI's open-weight, 1T-parameter Mixture-of-Experts multimodal agentic model (32B activated), continually pretrained on… | 58 | 2308 | active |
| poloclub/cnn-explainer An interactive web-based visualization system for learning how Convolutional Neural Networks work, built around a small trained TinyVGG mod… | 23 | 9036 | maintenance |
| alessiodm/drl-zh A hands-on deep reinforcement learning course delivered as Jupyter notebooks, taking learners from MDPs and tabular RL to modern methods li… | 72 | 2294 | active |
| apachecn/Interview A Chinese-language IT interview knowledge base maintained by ApacheCN, covering resume guidance, algorithm problems (LeetCode-style), commo… | 32 | 8966 | maintenance |
| bbruceyuan/LLMs-Zero-to-Hero A Chinese-language tutorial series and accompanying book that teaches large language models by building them from scratch in Jupyter notebo… | 64 | 2282 | active |
| graviraja/MLOps-Basics A week-by-week tutorial series (Jupyter notebooks plus blog posts) teaching MLOps fundamentals such as model building, experiment monitorin… | 32 | 8907 | maintenance |
| neonwatty/machine-learning-refined The companion repository for the university textbook 'Machine Learning Refined' (2nd edition), offering free chapter PDFs, Jupyter notebook… | 71 | 2275 | active |
| RedditSota/state-of-the-art-result-for-machine-learning-problems A curated repository tracking state-of-the-art (SoTA) results across machine learning problems, organized by learning paradigm (supervised,… | 32 | 8891 | maintenance |
| trekhleb/nano-neuron NanoNeuron is an educational repository containing 7 simple JavaScript functions that demonstrate how machines learn, implemented as an ove… | 56 | 2272 | stable |
| NLP-LOVE/Introduction-NLP Detailed study notes for the book 'Introduction to Natural Language Processing' by the author of HanLP, covering Chinese word segmentation,… | 59 | 2270 | active |
| Lifelong-Robot-Learning/LIBERO LIBERO is a benchmark for studying knowledge transfer in multitask and lifelong robot learning, built on a procedural generation pipeline f… | 35 | 2269 | active |
| ML4Comm-Netw/Paper-with-Code-of-Wireless-communication-Based-on-DL A curated list of research papers applying deep learning to wireless communication, organized by subfield (physical layer, resource optimiz… | 32 | 2267 | active |
| ActiveVisionLab/Awesome-LLM-3D A curated awesome-list of papers and resources on multi-modal large language models applied to 3D tasks, accompanying a survey paper. It co… | 61 | 2253 | active |
| Tanu-N-Prabhu/Python A collection of Jupyter notebooks and tutorials for learning Python, data science, and machine learning from scratch. It covers topics like… | 86 | 2248 | active |
| ljpzzz/machinelearning A collection of Jupyter Notebook code accompanying Liu Jianping (Pinard)'s widely-read Chinese machine learning blog on cnblogs. It organiz… | 32 | 8706 | maintenance |
| LMD0311/Awesome-World-Model A curated awesome-list collecting papers on World Models for Autonomous Driving and Robotics, maintained as a supplement to a published sur… | 71 | 2231 | active |
| wangkai930418/awesome-diffusion-categorized A curated awesome-list of diffusion model research papers organized by subareas such as image editing, inpainting, inversion, personalizati… | 61 | 2224 | active |
| arbox/machine-learning-with-ruby A curated awesome-list of machine learning resources for the Ruby programming language, including libraries, tutorials, data sources, books… | 32 | 2223 | active |
| fengdu78/Data-Science-Notes A collection of Jupyter Notebook study notes and curated resources covering the data science stack, from math and Python basics through Num… | 32 | 8587 | maintenance |
| lawlite19/MachineLearning_Python A Python implementation of classic machine learning algorithms (linear regression, logistic regression, BP neural networks, SVM, K-Means, P… | 32 | 8586 | maintenance |
| vahidk/EffectiveTensorflow Effective TensorFlow 2 is an ebook-style series of tutorials and best practices for TensorFlow 2.x, covering fundamentals like tensors, bro… | 32 | 8584 | maintenance |
| zhu-xlab/GlobalBuildingAtlas GlobalBuildingAtlas is an open dataset providing global building polygons, height attributes, and LoD1 3D building models derived via machi… | 61 | 2205 | active |
| aws-samples/amazon-bedrock-workshop A hands-on workshop of Jupyter Notebook labs for Amazon Bedrock, AWS's managed foundation model service. It covers text generation, RAG wit… | 74 | 2198 | active |
| cgpotts/cs224u The official code repository for Stanford's CS224u course on Natural Language Understanding, containing Jupyter notebook tutorials, homewor… | 36 | 2192 | active |
| tangxyw/RecSysPapers A curated collection of 948+ industry and academic papers on recommendation systems, advertising, and search, organized by topics such as r… | 71 | 2188 | active |
| aladdinpersson/Machine-Learning-Collection A collection of tutorials and example implementations for machine learning and deep learning in Python, covering algorithms from scratch, P… | 23 | 8485 | maintenance |
| aburkov/theLMbook The official companion repository for The Hundred-Page Language Models Book by Andriy Burkov, containing complete Python/PyTorch implementa… | 43 | 2183 | active |
| MorvanZhou/PyTorch-Tutorial A collection of PyTorch tutorial code examples and Jupyter notebooks by Mofan Zhou (莫烦Python), covering neural network basics through advan… | 32 | 8465 | maintenance |
| langchain-ai/agents-from-scratch A tutorial repository and companion course from LangChain Academy that teaches how to build AI agents from scratch using LangGraph, culmina… | 63 | 2172 | active |
| Thinklab-SJTU/awesome-ml4co A curated awesome-list of research papers applying machine learning to combinatorial optimization problems such as TSP, graph matching, sch… | 74 | 2165 | active |
| dabochen/spreadsheet-is-all-you-need An interactive spreadsheet (Excel/Numbers) that implements the full nanoGPT inference pipeline, including embedding, layer norm, self-atten… | 24 | 2159 | stable |
| hussius/deeplearning-biology A curated list of deep learning implementations applied to biology, with a focus on genomics, protein biology, single-cell analysis, and dr… | 75 | 2157 | active |
| n2cholas/awesome-jax A curated list of libraries, models, tutorials, papers, and other resources for the JAX numerical computing and machine learning ecosystem.… | 60 | 2157 | active |
| cerlymarco/MEDIUM_NoteBook A collection of Jupyter notebooks accompanying the author's Medium posts on machine learning and data science topics. It covers practical t… | 32 | 2145 | active |
| LianjiaTech/BELLE BELLE is an open-source project providing Chinese-optimized instruction-tuned large language models, training data, and fine-tuning code bu… | 21 | 8273 | maintenance |
| prabhuomkar/pytorch-cpp A collection of PyTorch tutorials reimplemented in C++ using the LibTorch API, covering basics through advanced deep learning topics like C… | 52 | 2138 | active |
| eastmountyxz/ImageProcessing-Python A collection of Jupyter Notebook tutorials accompanying the author's CSDN blog series on Python image processing with OpenCV. It covers fun… | 32 | 2134 | active |
| SharifiZarchi/Introduction_to_Machine_Learning The official repository for the Introduction to Machine Learning course at Sharif University of Technology, containing slides, Jupyter note… | 69 | 2126 | active |
| codenihar/ml A collection of Google Colab notebooks accompanying the Mass Coders Machine Learning YouTube series, taught in Telugu. It serves as a centr… | 24 | 2121 | active |
| amueller/introduction_to_ml_with_python Companion repository of Jupyter notebooks and the mglearn helper library for the O'Reilly book 'Introduction to Machine Learning with Pytho… | 32 | 8168 | maintenance |
| OpenCoder-llm/OpenCoder-llm OpenCoder is a fully open and reproducible family of code large language models (1.5B and 8B base and chat variants) trained on 2.5 trillio… | 22 | 2114 | active |
| amirhossein-kz/Awesome-Diffusion-Models-in-Medical-Imaging A curated awesome-list of research papers and survey articles on diffusion models applied to medical imaging, maintained alongside a publis… | 56 | 2110 | active |
| openmedlab/Awesome-Medical-Dataset A curated awesome-list cataloging publicly available medical datasets, covering medical imaging (CT, MRI, endoscopy, retina, skin, microsco… | 27 | 2110 | active |
| jackzhenguo/python-small-examples A curated collection of small, practical Python examples and mini-cases covering basics, data science, machine learning, web, and GUI topic… | 32 | 8119 | maintenance |
| pymc-devs/pymc-resources A collection of educational resources for PyMC, including Python ports of popular Bayesian statistics textbooks such as Statistical Rethink… | 32 | 2104 | active |
| DmitryUlyanov/deep-image-prior Jupyter Notebook reference implementations of the CVPR 2018 'Deep Image Prior' paper, which restores images using randomly-initialized neur… | 32 | 8089 | maintenance |
| snap-stanford/ogb The Open Graph Benchmark (OGB) is a collection of benchmark datasets, data loaders, and evaluators for graph machine learning, covering nod… | 31 | 2095 | stable |
| ise-uiuc/magicoder Magicoder is a family of fully open-source code LLMs (under 7B parameters) trained with OSS-Instruct, a method that seeds LLMs with open-so… | 27 | 2095 | stable |
| innovation-cat/Awesome-Federated-Machine-Learning A curated awesome-list of federated learning resources including research papers, books, code, tutorials, and videos. It tracks FL advancem… | 32 | 2093 | active |
| soulmachine/machine-learning-cheat-sheet A LaTeX-compiled cheat sheet PDF containing classical equations and diagrams of machine learning concepts. It serves as a quick reference f… | 32 | 8051 | maintenance |
| huggingface/transformers.js-examples A collection of demos and example applications showcasing Hugging Face Transformers.js, which runs transformer models directly in the brows… | 53 | 2089 | active |
| CSAILVision/places365 Places365-CNNs is a collection of pretrained convolutional neural network models (AlexNet, GoogLeNet, VGG16, ResNet50/152) trained on the P… | 53 | 2084 | stable |
| TingsongYu/PyTorch_Tutorial Companion code repository for the Chinese-language book 'PyTorch Model Training Practical Tutorial' (《Pytorch模型训练实用教程》), containing runnabl… | 77 | 8015 | maintenance |
| fengdu78/WZU-machine-learning-course Course materials for Wenzhou University's Machine Learning course taught by Huang Haiguang, including PDF lecture slides, Jupyter notebook … | 52 | 2081 | active |
| shramos/Awesome-Cybersecurity-Datasets A curated awesome-list of cybersecurity datasets covering network traffic, malware, phishing, honeypots, and more. It serves as a reference… | 32 | 2077 | active |
| LastAncientOne/Stock_Analysis_For_Quant A collection of stock analysis examples and tutorials implemented across Excel, Matlab, Power BI, Python, R, and Tableau. It covers technic… | 41 | 2055 | active |
| microsoft/ailab A collection of Microsoft AI Lab demo projects showcasing custom vision, attnGAN, Cognitive Search, machine reading comprehension, bots, an… | 23 | 7854 | maintenance |
| deeplearning-ai/machine-learning-yearning-cn A Chinese translation of Andrew Ng's book 'Machine Learning Yearning', published as an online-readable static site. It teaches practical st… | 23 | 7843 | maintenance |
| SciML/SciMLBook An open online book compiling lecture notes from MIT course 18.337J/6.338J on parallel computing and scientific machine learning (SciML). I… | 67 | 2039 | active |
| LLM-Pruner A curated awesome-list of research papers and resources on efficient large language models, covering pruning, quantization, knowledge disti… | 41 | 2037 | active |
| X-zhangyang/Real-World-Masked-Face-Dataset A large-scale real-world dataset of masked and unmasked face images, collected and annotated by Wuhan University to support masked face det… | 32 | 2035 | stable |
| Curt-Park/rainbow-is-all-you-need A step-by-step tutorial of interactive Python notebooks teaching value-based deep reinforcement learning, progressing from DQN through its … | 71 | 2032 | stable |
| Vay-keen/Machine-learning-learning-notes A set of Chinese-language study notes for Zhou Zhihua's machine learning textbook (the 'Watermelon Book'), covering supervised, unsupervise… | 32 | 7770 | maintenance |
| MingchaoZhu/DeepLearning A Chinese-language companion project to the 'Deep Learning' (flower book) textbook, re-explaining concepts via mathematical derivations and… | 23 | 7752 | maintenance |
| Kulbear/deep-learning-coursera A collection of completed programming assignments, quiz solutions, and notes for Andrew Ng's Deep Learning Specialization on Coursera, writ… | 10 | 7735 | maintenance |
| NVIDIA-NeMo/Nemotron NVIDIA's developer asset hub for the Nemotron family of open LLMs, providing reproducible training recipes (pretraining, SFT, RL), usage co… | 65 | 2019 | active |
| epfml/ML_course The official repository for EPFL's Machine Learning course (CS-433, Fall 2025), containing lecture notes, labs, project templates, and solu… | 57 | 2017 | active |
| iamtrask/Grokking-Deep-Learning A collection of Jupyter Notebook chapters accompanying the book 'Grokking Deep Learning' by Andrew Trask. It teaches deep learning fundamen… | 32 | 7724 | maintenance |
| google-deepmind/open_x_embodiment Open X-Embodiment is a unified collection of open-sourced robot learning datasets from multiple institutions, formatted in the RLDS episode… | 50 | 2016 | active |
| ermongroup/cs228-notes Course notes for Stanford CS228 on probabilistic graphical models, written in Markdown and published as a static website via Jekyll and Git… | 44 | 2013 | stable |
| ornith-ai/Ornith-1 Ornith is a family of open-weight large language models (397B scale) designed for agentic tasks, released under MIT license with weights ho… | 57 | 2007 | active |
| GAIR-NLP/O1-Journey A research project and report series from GAIR at Shanghai Jiao Tong University documenting the journey of replicating OpenAI's O1 reasonin… | 22 | 2002 | active |
| llSourcell/Learn_Machine_Learning_in_3_Months A curated 3-month curriculum for learning machine learning, created by Siraj Raval to accompany his YouTube video. It links to courses and … | 32 | 7598 | maintenance |
| ytzfhqs/AAAMLP-CN A Chinese translation of Abhishek Thakur's book 'Approaching (Almost) Any Machine Learning Problem', hosted as an online documentation site… | 43 | 1982 | stable |
| nagadomi/lbpcascade_animeface A pretrained LBP cascade classifier file (lbpcascade_animeface.xml) for OpenCV that detects anime and manga character faces in images. Dist… | 32 | 1982 | stable |
| ymcui/Chinese-LLaMA-Alpaca-3 Chinese-LLaMA-Alpaca-3 is a project releasing Chinese-adapted Llama-3 base and instruct large language models, trained via incremental pret… | 52 | 1980 | active |
| merveenoyan/smol-vision A collection of Jupyter Notebook recipes for shrinking, optimizing, and fine-tuning cutting-edge vision and multimodal AI models. It covers… | 68 | 1977 | active |