resource: machine-learning
1710 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| rob-med/awesome-TS-anomaly-detection A curated awesome-list of software tools, libraries, and datasets for anomaly detection on time-series data. It catalogs maintained and unm… | 23 | 3162 | active |
| MorvanZhou/tutorials Companion code repository for the MorvanPython (莫烦Python) tutorial series, covering machine learning, neural networks (TensorFlow, PyTorch,… | 32 | 13018 | maintenance |
| tensorflow/playground An interactive in-browser visualization of neural networks built with TypeScript and d3.js, letting users tweak layers, activations, learni… | 71 | 13006 | maintenance |
| jingyi0000/VLM_survey A curated awesome-list repository accompanying the TPAMI 2024 survey 'Vision-Language Models for Vision Tasks', cataloging papers on VLMs f… | 51 | 3126 | active |
| NeuromatchAcademy/course-content The Neuromatch Academy Computational Neuroscience course content: a free, openly licensed curriculum of Jupyter notebook tutorials, videos,… | 93 | 3123 | active |
| kba/awesome-ocr A curated awesome-list of OCR (Optical Character Recognition) resources, linking to OCR engines, CLI and GUI tools, libraries by language, … | 32 | 3119 | active |
| tkarim45/Beginner-Data-Science-Projects A curated collection of beginner-friendly data science projects organized as standalone Jupyter notebooks with real datasets and explanatio… | 68 | 3118 | active |
| luspr/awesome-ml-courses A curated list of free machine learning and AI courses with high-quality video lectures from top universities and researchers like Stanford… | 32 | 3112 | active |
| 深度学习框架PyTorch：入门与实践 (PyTorch Book) A collection of PyTorch tutorials and companion code for the Chinese book '深度学习框架PyTorch：入门与实战', usable as a standalone PyTorch learning gu… | 23 | 12846 | maintenance |
| PacktPublishing/Deep-Reinforcement-Learning-Hands-On Companion code repository for the Packt book 'Deep Reinforcement Learning Hands-On', containing Python examples built with PyTorch and Open… | 63 | 3103 | active |
| khangich/machine-learning-interview A curated study guide and knowledge base for machine learning interviews at top tech companies, covering ML system design, deep learning co… | 32 | 12806 | maintenance |
| ChaofWang/Awesome-Super-Resolution A curated awesome-list collecting super-resolution papers, datasets, and code repositories, organized by year and approach (deep learning v… | 76 | 3096 | active |
| meagmohit/EEG-Datasets A curated list of publicly available EEG (electroencephalography) datasets, covering motor imagery, BCI competitions, and other paradigms. … | 53 | 3093 | active |
| GoogleCloudPlatform/professional-services A collection of example solutions, tools, and reference architectures developed by Google Cloud's Professional Services team, primarily in … | 77 | 3070 | active |
| rasbt/python-machine-learning-book The official code repository for the 1st edition of the book 'Python Machine Learning' by Sebastian Raschka, containing Jupyter Notebook co… | 64 | 12644 | maintenance |
| zhoushengisnoob/DeepClustering A curated reading list of papers, surveys, and public codebases on deep clustering and related clustering methods. It accompanies an ACM Co… | 77 | 3063 | active |
| amusi/awesome-lane-detection A curated awesome-list of research papers, code implementations, blogs, and datasets for lane detection in computer vision. It organizes pu… | 32 | 3063 | active |
| alex000kim/nsfw_data_scraper A collection of shell scripts that automatically aggregate tens of thousands of images across five categories (porn, hentai, sexy, neutral,… | 32 | 12591 | maintenance |
| microsoft/Generative-AI-for-beginners-dotnet A Microsoft-maintained hands-on course teaching .NET developers how to build Generative AI applications in C# across five practical lessons… | 87 | 3046 | active |
| qingsongedu/time-series-transformers-review A curated awesome-list repository collecting papers, code, and datasets on Transformers applied to time series, accompanying the IJCAI'23 s… | 32 | 3007 | active |
| keras-team/keras-io The repository that generates the keras.io documentation website, including guides and code examples for the Keras deep learning framework.… | 77 | 3005 | active |
| ashishpatel26/LLM-Finetuning A collection of Jupyter/Colab notebooks demonstrating efficient fine-tuning of large language models (Llama 2, Falcon, Guanaco) using LoRA … | 44 | 2981 | active |
| zhulf0804/3D-PointCloud A curated list of research papers and datasets about 3D point clouds, covering tasks like registration, segmentation, classification, compl… | 32 | 2937 | active |
| DLLXW/baby-llama2-chinese An educational Python repository for pretraining and SFT fine-tuning a small (92M-218M parameter) Chinese Llama2 model from scratch, runnab… | 71 | 2922 | active |
| EleutherAI/pythia EleutherAI's Pythia project: a suite of autoregressive transformer language models released with 154 training checkpoints each, plus code a… | 55 | 2920 | stable |
| openai/spinningup Spinning Up in Deep RL is an OpenAI-produced educational resource combining tutorials, curated papers, and a Python code repo with short st… | 23 | 11933 | maintenance |
| subeeshvasu/Awesome-Deblurring A curated awesome-list of research papers, code, and datasets for image and video deblurring, covering both classical non-deep-learning met… | 45 | 2913 | active |
| qxresearch/qxresearch-event-1 A curated collection of 50+ small Python applications, each implemented in roughly 10 lines of code, covering machine learning, deep learni… | 73 | 2904 | active |
| MLNLP-World/LLMs-from-scratch-CN A Chinese translation of the popular 'LLMs-from-scratch' project by Sebastian Raschka, providing markdown notes and Jupyter notebooks for b… | 55 | 2891 | active |
| amusi/ICCV2025-Papers-with-Code A curated collection of ICCV 2025 accepted papers (2699 papers, 24% acceptance rate) along with their associated open-source code repositor… | 45 | 2886 | active |
| FreedomIntelligence/Awesome-AI4Med A curated awesome-list of medical AI resources, including medical LLMs, multimodal models, datasets, and benchmarks. It aggregates links to… | 75 | 2873 | active |
| krishnaik06/Complete-Data-Science-With-Machine-Learning-And-NLP-2024 A companion repository for Krish Naik's Udemy course on complete data science, machine learning, NLP, and MLOps with end-to-end projects. I… | 24 | 2872 | active |
| MaximeVandegar/Papers-in-100-Lines-of-Code A curated collection of 63+ machine learning research papers implemented from scratch in roughly 100 lines of Python/PyTorch each. It serve… | 77 | 2871 | active |
| Jack-Cherish/PythonPark A curated Chinese-language collection of Python self-study tutorials covering machine learning, deep learning, web scraping, data structure… | 32 | 11688 | maintenance |
| bbruceyuan/Hands-On-Large-Language-Models-CN A Chinese translation of the book 'Hands-On Large Language Models' by Jay Alammar and Maarten Grootendorst, with annotated Jupyter notebook… | 63 | 2868 | active |
| Charmve/computer-vision-in-action L0CV (Computer Vision in Action) is a free Chinese-language eBook and interactive learning platform for computer vision and deep learning, … | 32 | 2860 | active |
| facebookresearch/audio2photoreal A PyTorch codebase and dataset from Meta Research for generating photorealistic conversational avatars (face and body motion) driven from a… | 10 | 2849 | active |
| mitmath/computational-thinking MIT course 18.S191/18.C25 teaching computational thinking using the Julia programming language with interactive Pluto notebooks. It covers … | 75 | 2831 | active |
| logpai/loghub Loghub is a curated collection of raw system log datasets (HDFS, Hadoop, Spark, OpenStack, and more) for AI-driven log analytics research. … | 77 | 2821 | active |
| MediaPipe Samples Official collection of sample code and tutorials for Google's MediaPipe on-device machine learning platform. It demonstrates how to build c… | 79 | 2819 | active |
| zhpmatrix/nlp-competitions-list-review A curated, continuously updated collection of top solutions and post-competition reviews for NLP (natural language processing) competitions… | 66 | 2806 | active |
| dive-into-machine-learning/dive-into-machine-learning A curated guide of free resources for learning machine learning with Python and Jupyter Notebooks, including notebooks, courses, and links.… | 10 | 11388 | maintenance |
| NiuTrans/MTBook An open-source Chinese-language textbook, 'Machine Translation: Foundations and Models' by Tong Xiao and Jingbo Zhu of NEU NLP Lab / NiuTra… | 23 | 2794 | stable |
| microsoft/AI A curated index of Microsoft's open-source AI repositories, organized into samples (AI100), reference architectures (AI200), and best pract… | 32 | 2784 | active |
| unsplash/datasets The Unsplash Dataset is a collection of over 7.4 million high-quality photos with rich metadata including keywords, search queries, and cam… | 80 | 2783 | active |
| Alro10/deep-learning-time-series A curated list of state-of-the-art papers, code, experiments, competitions, and datasets on deep learning for time series forecasting. It c… | 32 | 2781 | active |
| wzhe06/SparrowRecSys SparrowRecSys is an open-source movie recommendation system implemented as a mixed Java/Scala/Python project combining TensorFlow, Spark, a… | 32 | 2776 | stable |
| szcf-weiya/ESL-CN A Chinese translation of The Elements of Statistical Learning (ESL) textbook, accompanied by code implementations of the book's algorithms … | 59 | 2772 | active |
| datawhalechina/whale-quant WhaleQuant is an open-source quantitative finance course by Datawhale that teaches quantitative investing concepts and Python-based quant d… | 58 | 2770 | active |
| ondyari/FaceForensics FaceForensics++ is a forensics benchmark dataset of 1000 original YouTube video sequences manipulated with four automated face manipulation… | 32 | 2770 | stable |
| eddwebster/football_analytics A collection of football (soccer) analytics projects, notebooks, and data pipelines by Edd Webster, covering topics like expected goals, xT… | 52 | 2767 | active |
| rushter/MLAlgorithms A collection of minimal, clean Python implementations of core machine learning algorithms built with numpy, scipy, and autograd. It is desi… | 68 | 11172 | maintenance |
| Kaggle/docker-python The Dockerfile and build tooling behind Kaggle's official Python notebook images, preloaded with hundreds of data science and machine learn… | 92 | 2733 | active |
| Visualize-ML/Book6_First-Course-in-Data-Science An open-source Chinese-language textbook (Book 6 of the 'Iris' series, 《数据有道》) teaching data science from basic arithmetic through machine … | 68 | 2732 | active |
| huggingface/cookbook A community-driven collection of Jupyter notebooks from Hugging Face demonstrating practical AI application building with open-source tools… | 71 | 2721 | active |
| Computational Linear Algebra course A free online textbook of Jupyter notebooks for the fast.ai Computational Linear Algebra course, taught at the University of San Francisco.… | 32 | 10965 | maintenance |
| subeeshvasu/Awesome-Learning-with-Label-Noise A curated awesome-list of papers, code, and surveys on learning with noisy labels in deep neural networks. It aggregates research resources… | 41 | 2716 | active |
| stanford-cs336/assignment1-basics The student starter code for Stanford CS336 Assignment 1, where learners implement language model basics (tokenizer, transformer, training … | 57 | 2692 | active |
| mrgloom/awesome-semantic-segmentation A curated awesome-list of resources for semantic segmentation in deep learning, including papers, network architectures (U-Net, etc.), impl… | 32 | 10846 | maintenance |
| qibin0506/Cortex Cortex is an open-source educational project that walks through building a large language model from scratch, covering the full training li… | 63 | 2691 | active |
| databrickslabs/dolly Dolly is Databricks' instruction-following large language model (dolly-v2-12b), fine-tuned from EleutherAI's Pythia-12b on a ~15k record in… | 30 | 10804 | maintenance |
| ray-project/kuberay KubeRay is a Kubernetes operator and toolkit for deploying and managing Ray applications on Kubernetes. It provides RayCluster, RayJob, and… | 95 | 2663 | active |
| mdeff/fma FMA is an open dataset of 106,574 Creative Commons-licensed music tracks (917 GiB, 343 days of audio) with metadata, pre-computed features,… | 32 | 2656 | stable |
| enpeizhao/CVprojects A collection of fun, hands-on computer vision and AI projects in Python, C++, and embedded systems, including robot arms, vision tachometer… | 49 | 2640 | active |
| harleyszhang/cv_note A curated collection of study notes documenting the growth path of a computer vision algorithm engineer, covering deep learning fundamental… | 69 | 2637 | active |
| InterviewReady/ai-engineering-resources A curated collection of research papers and blog posts to help software engineers transition into AI engineering. It organizes foundational… | 42 | 2636 | active |
| chiphuyen/machine-learning-systems-design A free online booklet by Chip Huyen covering machine learning systems design, including project setup, data pipelines, modeling, and servin… | 32 | 10577 | maintenance |
| switchablenorms/DeepFashion2 DeepFashion2 is a large-scale fashion dataset with 491K images covering 13 clothing categories, annotated with bounding boxes, dense landma… | 34 | 2628 | stable |
| opendilab/PPOxFamily PPO x Family is an open-source introductory course on decision intelligence and deep reinforcement learning, centered on the PPO algorithm … | 37 | 2616 | active |
| genieincodebottle/generative-ai A curated collection of Generative AI learning resources including a detailed roadmap, hands-on Jupyter Notebook projects, use cases, and i… | 70 | 2612 | active |
| gjy3035/Awesome-Crowd-Counting A curated awesome-list of resources for crowd counting research, including papers, datasets, leaderboards, challenges, and related code rep… | 61 | 2611 | active |
| https-deeplearning-ai/tensorflow-1-public The public repository of assignments and ungraded labs for the DeepLearning.AI TensorFlow Developer Professional Certificate, organized cou… | 32 | 2610 | active |
| lexfridman/mit-deep-learning A collection of Jupyter notebook tutorials, assignments, and competition materials for MIT Deep Learning courses taught by Lex Fridman. It … | 32 | 10454 | maintenance |
| MiniMax-AI/MiniMax-M2 MiniMax-M2 is an open-source Mixture-of-Experts large language model with 230 billion total parameters and 10 billion active parameters, re… | 40 | 2605 | active |
| GoogleCloudPlatform/asl-ml-immersion A collection of Jupyter notebooks, code samples, and labs from Google Cloud's Advanced Solutions Lab covering machine learning, MLOps, and … | 88 | 2600 | active |
| lukas/ml-class A collection of bite-sized machine learning and deep learning tutorial projects for engineers, each with starter code in Jupyter Notebooks … | 32 | 2597 | active |
| Jack-Cherish/Machine-Learning A Python3 code companion and tutorial series for the classic 'Machine Learning in Action' book, implementing kNN, decision trees, naive Bay… | 32 | 10374 | maintenance |
| chiphuyen/stanford-tensorflow-tutorials Code examples and exercises for Stanford's CS 20 course, TensorFlow for Deep Learning Research, taught by Chip Huyen. It walks learners fro… | 10 | 10369 | maintenance |
| guyulongcs/Awesome-Deep-Learning-Papers-for-Search-Recommendation-Advertising A curated awesome-list of deep learning papers for industrial search, recommendation, and online advertising systems, organized by pipeline… | 77 | 2590 | active |
| GeostatsPy A collection of interactive Python dashboards (Jupyter notebooks with ipywidgets) for learning data science, geostatistics, and machine lea… | 52 | 2587 | active |
| gpu-mode/Triton-Puzzles A set of interactive Jupyter notebook puzzles for learning the Triton GPU programming language from first principles. The puzzles run via a… | 58 | 2583 | active |
| mbzuai-oryx/Awesome-LLM-Post-training A curated awesome-list and survey companion collecting papers, code, benchmarks, and resources on LLM post-training methodologies, organize… | 63 | 2536 | active |
| hollance/neural-engine A community-maintained documentation resource explaining how the Apple Neural Engine (ANE) works, based on reverse-engineering and experime… | 64 | 2527 | active |
| webfuse-com/awesome-autoresearch A curated awesome-list indexing autonomous improvement loops, research agents, and autoresearch-style systems inspired by Andrej Karpathy's… | 58 | 2511 | active |
| ZJU-FAST-Lab/Fast-Drone-250 An open-source course and reference design from ZJU FAST Lab for building a 250mm autonomous quadcopter drone, including hardware assembly … | 32 | 2501 | active |
| he-y/Awesome-Pruning A curated awesome-list of neural network pruning resources, including papers organized by year and pruning type (filter, weight, special ne… | 32 | 2497 | active |
| lyhue1991/eat_tensorflow2_in_30_days A 30-day tutorial book for learning TensorFlow 2, presented as Jupyter notebooks with runnable examples, available in English and Chinese. … | 32 | 9919 | maintenance |
| brightmart/nlp_chinese_corpus A collection of large-scale Chinese NLP corpora including Wikipedia entries, news articles, encyclopedia Q&A, community Q&A, and Chinese-En… | 52 | 9912 | maintenance |
| duoergun0729/nlp An open-source introductory book on NLP written in Chinese, hosted on GitHub and covering fundamentals like TF-IDF, Word2Vec, fastText, top… | 32 | 2492 | active |
| seeprettyface Face Generators A collection of pretrained StyleGAN2-based face generators producing various styles of synthetic human faces (influencer, celebrity, model,… | 77 | 2490 | stable |
| microsoft/computervision-recipes A Microsoft repository of Jupyter notebook examples, utility functions, and best-practice guidelines for building computer vision systems w… | 23 | 9878 | maintenance |
| TsinghuaC3I/Awesome-RL-for-LRMs A curated awesome-list accompanying the survey paper 'A Survey of Reinforcement Learning for Large Reasoning Models' from Tsinghua Universi… | 57 | 2484 | active |
| benedekrozemberczki/awesome-decision-tree-papers A curated awesome-list of research papers on decision, classification, and regression trees, including links to implementations. It covers … | 49 | 2473 | active |
| ANative-Lab/Awesome-Self-Evolving-Agents A curated awesome-list accompanying an arXiv survey on self-evolving AI agents, cataloguing papers and open-source frameworks for agent opt… | 56 | 2471 | active |
| onnx/models The ONNX Model Zoo is a curated collection of pre-trained, state-of-the-art machine learning models in the ONNX format, covering vision, NL… | 77 | 9784 | maintenance |
| Exorust/TorchLeet TorchLeet is a collection of 65 PyTorch practice problems drawn from real ML/AI interviews at companies like Google, Meta, and Anthropic, d… | 65 | 2464 | active |
| jingyaogong/minimind-o MiniMind-O is an open-source educational project that implements a tiny (~0.1B parameter) end-to-end Omni model from scratch in PyTorch, ha… | 57 | 2453 | active |
| joelgrus/data-science-from-scratch Companion code repository for the book 'Data Science from Scratch' (2nd edition) by Joel Grus, containing pure-Python implementations of da… | 32 | 9717 | maintenance |
| benedekrozemberczki/awesome-community-detection A curated awesome-list of community detection research papers, organized by method family (matrix factorization, deep learning, spectral, t… | 48 | 2449 | active |
| DorsaRoh/Machine-Learning A collection of Jupyter Notebook tutorials implementing machine learning models from scratch using only NumPy. It covers neural networks, t… | 39 | 2447 | active |