resource: machine-learning
1710 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| StanfordVL/BEHAVIOR-1K BEHAVIOR-1K is a simulation benchmark for embodied AI agents covering 1,000 everyday household activities across 50 interactive scenes, bui… | 99 | 1678 | active |
| Atcold/NYU-DLSP21 Course materials for NYU's Deep Learning (DS-GA 1008) Spring 2021 class taught by Yann LeCun and Alfredo Canziani, including slides, Jupyte… | 55 | 1678 | stable |
| NVIDIA/trt-samples-for-hackathon-cn An NVIDIA-maintained tutorial repository for TensorRT beginners and developers, containing a 'cookbook' of rich code examples covering API … | 83 | 1670 | active |
| centerforaisafety/hle Humanity's Last Exam (HLE) is a multi-modal benchmark of 2,500 expert-written questions across dozens of academic subjects, designed to tes… | 63 | 1670 | active |
| DeepSpaceHarbor/Awesome-AI-Security A curated awesome-list of AI security resources covering adversarial examples, evasion attacks, poisoning attacks, and related research. It… | 64 | 1668 | active |
| unclestrong/DeepLearning_LHY21_Notes A collection of study notes for Hung-yi Lee's 2021 Deep Learning course, organized as PDF files covering regression, CNNs, transformers, GA… | 32 | 1665 | stable |
| amrzv/awesome-colab-notebooks A curated collection of Google Colaboratory notebooks for machine learning and deep learning experiments. It aggregates links to Colab note… | 75 | 1657 | active |
| ShisatoYano/AutonomousVehicleControlBeginnersGuide A collection of Python sample codes and documents explaining autonomous vehicle control algorithms such as localization, mapping, path plan… | 74 | 1650 | active |
| YanWenKun/ComfyUI-Docker A Dockerfile and startup scripts that package ComfyUI, a node-based Stable Diffusion GUI, into ready-to-run Docker images. It provides preb… | 69 | 1641 | active |
| janosh/awesome-normalizing-flows A curated awesome-list of resources on normalizing flows, including publications, videos, packages, repos, and blog posts. It serves as a r… | 65 | 1637 | active |
| opendilab/awesome-diffusion-model-in-rl A curated, continually updated list of research papers and codebases on diffusion models applied to reinforcement learning. It organizes pu… | 70 | 1635 | active |
| beamandrew/medical-data A curated list of medical datasets for machine learning, covering medical imaging (MRI, CT, retinal images), clinical, and genomic data wit… | 32 | 6025 | maintenance |
| chinawithfrank/ChatBotCourse A Chinese-language tutorial series (with accompanying Python code) that teaches how to build a chatbot from scratch, covering NLP fundament… | 32 | 6017 | maintenance |
| PacktPublishing/Machine-Learning-for-Algorithmic-Trading-Second-Edition_Original The official code repository for the Packt book 'Machine Learning for Algorithmic Trading, Second Edition', containing Jupyter notebooks ac… | 67 | 1630 | stable |
| niderhoff/nlp-datasets A curated alphabetical list of free and public-domain text datasets for Natural Language Processing. It catalogs raw unstructured text corp… | 32 | 5996 | maintenance |
| qingsongedu/awesome-AI-for-time-series-papers A curated awesome-list of papers, tutorials, and surveys on AI for Time Series Analysis from top AI conferences and journals, updated promp… | 32 | 1622 | active |
| ianand/spreadsheets-are-all-you-need A project that implements the forward pass of GPT-2 entirely in Excel using standard spreadsheet functions, letting non-developers explore … | 57 | 1621 | active |
| pguso/rag-from-scratch An educational repository that teaches Retrieval-Augmented Generation (RAG) by building it step by step from scratch in JavaScript, using l… | 49 | 1617 | active |
| p-christ/Deep-Reinforcement-Learning-Algorithms-with-PyTorch A collection of PyTorch implementations of deep reinforcement learning algorithms (DQN, PPO, SAC, TD3, DDPG, A3C, HER, hierarchical RL) wit… | 32 | 5939 | maintenance |
| yueliu1999/Awesome-Jailbreak-on-LLMs A curated awesome-list collecting state-of-the-art jailbreak methods on large language models, including papers, code, datasets, evaluation… | 67 | 1611 | active |
| AIFengheshu/Plug-play-modules A curated collection of plug-and-play neural network modules (attention mechanisms, convolutions, fusion blocks) extracted from 2024-2025 p… | 32 | 1608 | active |
| deepseek-ai/DeepSeek-Math-V2 DeepSeekMath-V2 is a research release from DeepSeek AI presenting an open large language model trained for self-verifiable mathematical rea… | 41 | 1605 | active |
| karpathy/LLM101n LLM101n is a planned course by Andrej Karpathy and Eureka Labs that teaches building a Storyteller AI large language model end-to-end, from… | 10 | 37502 | experimental |
| EdjeElectronics/TensorFlow-Lite-Object-Detection-on-Android-and-Raspberry-Pi A tutorial repository with Jupyter notebooks teaching how to train, convert, and deploy custom TensorFlow Lite object detection models on e… | 34 | 1591 | active |
| WenDesi/lihang_book_algorithm A Python repository implementing the algorithms from Dr. Li Hang's textbook 'Statistical Learning Methods' chapter by chapter, including pe… | 32 | 5827 | maintenance |
| ByteDance-Seed/Seed1.5-VL Seed1.5-VL is ByteDance's vision-language foundation model (532M vision encoder + 20B active-parameter MoE LLM) for general-purpose multimo… | 31 | 1586 | active |
| Tencent-Hunyuan/Tencent-Hunyuan-Large Official repository for Tencent Hunyuan-Large, a 52B-parameter (A13B active) mixture-of-experts open-source large language model with up to… | 22 | 1583 | active |
| Google-Health/medgemma MedGemma is a collection of Gemma 3 model variants trained on medical text and imagery (a 4B multimodal version and a 27B text-only version… | 58 | 1580 | active |
| thunlp/TAADpapers A curated, categorized list of must-read research papers on textual adversarial attack and defense in NLP. It organizes over 150 papers by … | 43 | 1575 | active |
| adam-maj/deep-learning An educational repository tracing the full history of deep learning, from feed-forward networks to GPT-4o, organized around seven key const… | 24 | 1574 | stable |
| chenryn/aiops-handbook A curated handbook collecting papers, conference slides, and open-source repositories about AIOps (Algorithmic IT Operations), organized by… | 65 | 1572 | active |
| alxndrTL/little-book-rl The Little Book of Reinforcement Learning is a short introductory book on RL, from basics to applied algorithms, distributed under CC BY-SA… | 55 | 1572 | active |
| ubisoft/ubisoft-laforge-animation-dataset The Ubisoft La Forge Animation Dataset (LAFAN1) is a motion capture dataset of 5 subjects, 77 sequences, and ~4.6 hours of character animat… | 32 | 1572 | stable |
| wepe/MachineLearning A collection of educational implementations of common machine learning and deep learning algorithms in Python (with some C++), accompanied … | 32 | 5761 | maintenance |
| Osilly/Vision-R1 Vision-R1 is the official repository for a research paper on training reasoning-capable multimodal large language models using R1-like rein… | 53 | 1571 | active |
| fastai/courses The official lecture materials and notebooks for fast.ai's Practical Deep Learning for Coders course (2017 edition). It provides hands-on J… | 32 | 5746 | maintenance |
| WeiboAI/VibeThinker VibeThinker is a family of small dense reasoning language models (1.5B and 3B parameters) from WeiboAI, trained with a Spectrum-to-Signal p… | 60 | 1568 | active |
| zubair-irshad/Awesome-Implicit-NeRF-Robotics A curated awesome-list of papers, code, and resources on implicit neural representations (NeRFs) and neural fields as applied to robotics a… | 36 | 1568 | active |
| google-research/FLAN Google Research's repository for generating the FLAN instruction tuning dataset collections, including the original Flan 2021 and the expan… | 72 | 1567 | stable |
| T81-558 Applications of Deep Neural Networks A university course repository (T81-558, Washington University in St. Louis) containing full Jupyter notebook materials for applying deep n… | 58 | 5734 | maintenance |
| bentrevett/pytorch-seq2seq A collection of Jupyter notebook tutorials on implementing sequence-to-sequence (seq2seq) models in PyTorch, covering encoder-decoder RNNs,… | 32 | 5708 | maintenance |
| dennybritz/cnn-text-classification-tf A simplified TensorFlow implementation of Kim's CNN architecture for sentence classification, accompanying a WildML blog post. It serves pr… | 32 | 5686 | maintenance |
| Generative Deep Learning (book code) The official companion codebase for the O'Reilly book 'Generative Deep Learning: Teaching Machines to Paint, Write, Compose and Play' (2nd … | 32 | 1553 | active |
| luwill/Machine_Learning_Code_Implementation A companion code repository for a Chinese machine learning book that provides mathematical derivations and pure Python implementations of 2… | 68 | 1551 | active |
| Kedreamix/Awesome-Talking-Head-Synthesis A curated awesome-list repository collecting papers, code, datasets, tools, and resources on talking head synthesis, including audio-driven… | 71 | 1549 | active |
| patchy631/machine-learning A collection of Jupyter Notebook tutorials covering machine learning topics from Python basics to LLMs and MLOps, accompanying the author's… | 32 | 1548 | active |
| Zymrael/awesome-neural-ode A curated awesome-list of research papers, code, and resources on Neural ODEs and the interplay between differential equations, deep learni… | 32 | 1543 | active |
| probml/pml2-book The official repository hosting the PDF of 'Probabilistic Machine Learning: Advanced Topics' by Kevin Murphy, released via GitHub releases.… | 70 | 1541 | active |
| amitshekhariitbhu/llm-internals A curated collection of blogs and videos teaching how large language models work internally, from tokenization and BPE to attention math an… | 59 | 1541 | active |
| bgavran/Category_Theory_Machine_Learning A curated list of papers applying category theory to machine learning, grouped by subfield such as deep learning, probabilistic modeling, a… | 75 | 1540 | active |
| JayLZhou/GraphRAG DIGIMON is a Python research framework that modularizes and decouples graph-based Retrieval-Augmented Generation (GraphRAG) methods for in-… | 34 | 1539 | active |
| JosephPai/Awesome-Talking-Face A curated awesome-list of papers, code, datasets, and project pages related to talking face/head generation, covering audio-driven, text-dr… | 32 | 1535 | active |
| stockpredictionai An educational Jupyter notebook demonstrating a complete pipeline for predicting stock price movements using a GAN with an LSTM generator a… | 49 | 5599 | maintenance |
| facebookresearch/fastMRI fastMRI is a large-scale dataset of raw k-space MRI measurements and clinical MRI images released by Facebook AI Research and NYU Langone H… | 10 | 1533 | stable |
| ZhiningLiu1998/awesome-imbalanced-learning A curated awesome-list of papers, code, frameworks, and libraries for class-imbalanced (long-tail) machine learning. It organizes resources… | 71 | 1528 | active |
| WillKoehrsen/Data-Analysis A collection of Jupyter notebooks and code for numerous data science projects in Python (with a little R) by Will Koehrsen. It serves as a … | 32 | 5571 | maintenance |
| dibgerge/ml-coursera-python-assignments Python rewrites of the programming assignments for Andrew Ng's Coursera Machine Learning MOOC, delivered as Jupyter Notebooks with re-writt… | 32 | 5568 | maintenance |
| EricGuo5513/HumanML3D HumanML3D is a large 3D human motion-language dataset with 14,616 motion clips and 44,970 text descriptions, built from HumanAct12 and AMAS… | 32 | 1525 | stable |
| datawhalechina/hands-on-data-analysis An open-source Chinese-language hands-on course from Datawhale that teaches data analysis through project-based Jupyter notebooks covering … | 32 | 1524 | active |
| nivu/ai_all_resources A curated list of the best artificial intelligence, machine learning, and deep learning learning resources, including tutorials, blogs, and… | 66 | 1522 | active |
| udacity/deep-learning-v2-pytorch A collection of Jupyter Notebook tutorials and projects from Udacity's Deep Learning Nanodegree program, implemented in PyTorch. It covers … | 32 | 5519 | maintenance |
| rasbt/llm-architecture-gallery Source metadata (models.yml) for Sebastian Raschka's LLM Architecture Gallery, a curated reference of ~99 modern language-model architectur… | 59 | 1512 | active |
| zhaochen0110/Awesome_Think_With_Images A curated awesome-list repository accompanying a survey paper on 'Thinking with Images' for large vision-language models (LVLMs). It organi… | 50 | 1502 | active |
| SkyworkAI/Skywork The Skywork series of open-source large language models (13B Base, Chat, Math, and multimodal MM variants) pre-trained on 3.2TB of multilin… | 31 | 1499 | active |
| aaronwangy/Data-Science-Cheatsheet A 5-page machine learning and data science cheatsheet in PDF form, based on MIT's ML courses 6.867 and 15.072. It summarizes core algorithm… | 32 | 5447 | maintenance |
| dvgodoy/PyTorchStepByStep The official companion repository for the book 'Deep Learning with PyTorch Step-by-Step: A Beginner's Guide', containing one runnable Jupyt… | 62 | 1485 | active |
| luanshiyinyang/awesome-multiple-object-tracking A curated awesome-list of resources for Multiple Object Tracking (MOT), including review and algorithm papers, datasets, metrics, benchmark… | 77 | 1483 | active |
| ahundt/awesome-robotics A curated awesome-list of links, software libraries, papers, and resources useful for robotics development. It covers simulators, machine l… | 32 | 1483 | active |
| DataXujing/YOLOv8 A Chinese-language tutorial repository for training custom datasets with YOLOv8 (ultralytics 8.0.0) and deploying it end-to-end with NVIDIA… | 31 | 1483 | active |
| modelscope/modelscope-classroom ModelScope Classroom is a collection of deep learning and large language model tutorials from the ModelScope community, delivered as Jupyte… | 60 | 1481 | active |
| GeostatsPy A collection of well-documented Jupyter Notebook demonstrations for spatial data analytics, geostatistics, and machine learning, created by… | 54 | 1474 | active |
| m2dsupsdlclass/lectures-labs A collection of lecture slides and Jupyter lab notebooks for a Master Year 2 Data Science Deep Learning course at Institut Polytechnique de… | 23 | 1470 | active |
| epfml/OptML_course EPFL's CS-439 'Optimization for Machine Learning' course materials, including lecture slides and lab exercises in Jupyter notebooks. It cov… | 73 | 1469 | active |
| mlfoundations/dclm DataComp-LM (DCLM) is a benchmark and dataset suite for curating training data for language models, including a leaderboard and evaluation … | 42 | 1469 | active |
| microsoft/DNS-Challenge Microsoft's repository for the Deep Noise Suppression (DNS) Challenge, containing datasets, scripts, and baseline models for training speec… | 32 | 1465 | active |
| Yangzhangcst/Transformer-in-Computer-Vision A curated awesome-list of research papers on Transformer-based computer vision works, organized by task (detection, segmentation, classific… | 56 | 1464 | active |
| elicit/machine-learning-list A curated, tiered reading list and curriculum for learning machine learning with a focus on language models and foundation models, from fun… | 48 | 1464 | active |
| shuhuai007/Machine-Learning-Session A curated index of a Chinese-language machine learning video lecture series ('Whiteboard Derivations') hosted on Bilibili, covering foundat… | 32 | 5255 | maintenance |
| ikatsov/tensor-house TensorHouse is a collection of reference Jupyter notebooks and demo AI/ML applications covering enterprise use cases such as marketing, pri… | 23 | 1453 | active |
| Deep Learning with PyTorch (book code) The official companion code repository for the Manning book 'Deep Learning with PyTorch' by Stevens, Antiga, and Viehmann. It contains Jupy… | 23 | 5234 | maintenance |
| apachecn/sklearn-doc-zh A Chinese translation of the official scikit-learn (sklearn) documentation, maintained by ApacheCN and published as a browsable website plu… | 67 | 5228 | maintenance |
| jaungiers/LSTM-Neural-Network-for-Time-Series-Prediction A Keras/TensorFlow implementation of an LSTM neural network for predicting time series steps and sequences, with sine wave and stock market… | 32 | 5214 | maintenance |
| Sun-Haoyuan23/Awesome-RL-based-Reasoning-MLLMs A curated awesome-list repository collecting papers and resources on reinforcement learning-based reasoning for multimodal large language m… | 63 | 1440 | active |
| Ramakm/ai-hands-on A collection of Jupyter notebooks and supporting files that teach AI engineering from first principles, covering math, PyTorch, neural netw… | 61 | 1438 | active |
| LirongWu/awesome-graph-self-supervised-learning A curated awesome-list of papers, code, and datasets for self-supervised learning on graphs, accompanying a TKDE survey paper. It organizes… | 32 | 1436 | active |
| explosion/projects A repository of project templates for Weasel (spaCy projects) providing end-to-end NLP workflows from prototype to production. Templates co… | 23 | 1436 | active |
| udacity/deep-reinforcement-learning The official repository of Jupyter Notebook tutorials and exercises for Udacity's Deep Reinforcement Learning Nanodegree program. It provid… | 73 | 5176 | maintenance |
| pytorch/hub The submission repository backing PyTorch Hub, a catalog of published PyTorch models listed at pytorch.org/hub. Contributors add markdown f… | 32 | 1434 | active |
| husthuke/awesome-knowledge-graph A curated awesome-list of knowledge graph learning resources, including papers, surveys, datasets, tools, video courses, and project exampl… | 32 | 5153 | maintenance |
| GoogleCloudPlatform/data-science-on-gcp Companion source code repository for the O'Reilly book 'Data Science on the Google Cloud Platform' by Valliappa Lakshmanan, provided as Jup… | 62 | 1429 | active |
| sreeharierk/datascience A curated compilation of free resources for learning data science, organized as a roadmap covering fundamentals like linear algebra, data s… | 61 | 5149 | maintenance |
| mossr/BeautifulAlgorithms.jl A collection of concise, self-contained algorithm implementations in Julia covering machine learning, optimization, reinforcement learning,… | 36 | 1426 | active |
| MiuLab/Taiwan-LLM A collection of Traditional Mandarin large language models (Taiwan-LLM / TAME) built on the Llama-3 architecture, fine-tuned on Traditional… | 26 | 1426 | active |
| jiep/offensive-ai-compilation A curated list of resources covering Offensive AI, including adversarial machine learning attacks (extraction, inversion, poisoning, evasio… | 73 | 1422 | active |
| victoresque/pytorch-template A PyTorch project template providing a clear folder structure, JSON config files, CLI overrides, checkpointing, and abstract base classes f… | 32 | 5118 | maintenance |
| brendenlake/omniglot The Omniglot dataset for one-shot learning, containing 1,623 handwritten characters from 50 alphabets, each drawn by 20 people with paired … | 32 | 1421 | stable |
| humphd/have-fun-with-machine-learning A hands-on beginner's guide to machine learning and image classification with convolutional neural networks, using Caffe and DIGITS. It wal… | 32 | 5112 | maintenance |
| no-magic-ai/no-magic A curated collection of 48 single-file, zero-dependency Python implementations of core AI algorithms, from GPT and LSTM to LoRA, quantizati… | 66 | 1416 | active |
| jacobeisenstein/gt-nlp-class Course materials for Georgia Tech CS 4650/7650 'Natural Language', including extensive TeX lecture notes covering data-driven NLP from bag-… | 32 | 5083 | maintenance |
| rasbt/python-machine-learning-book-3rd-edition The official code repository for the book 'Python Machine Learning, 3rd Edition' by Sebastian Raschka and Vahid Mirjalili, containing Jupyt… | 32 | 5052 | maintenance |