resource: deep-learning

777 resources, primary matches first, then adoption-weighted; health v2 shown.

Resource	Health v2	Stars	Maturity
rasbt/LLMs-from-scratch The official code repository for the book 'Build a Large Language Model (From Scratch)', containing step-by-step PyTorch implementations of…	73	103857	active
labmlai/annotated_deep_learning_paper_implementations A collection of 60+ annotated PyTorch implementations of deep learning research papers, including transformers, optimizers, GANs, diffusion…	61	67359	active
microsoft/AI-For-Beginners A 12-week, 24-lesson open curriculum from Microsoft teaching artificial intelligence fundamentals, including neural networks, computer visi…	74	67163	active
jingyaogong/minimind MiniMind is an open-source project that trains tiny (64M-parameter) large language models completely from scratch in pure PyTorch, covering…	62	55036	active
rohitg00/ai-engineering-from-scratch A free, MIT-licensed open-source curriculum of 511 lessons across 20 phases (~329 hours) that teaches AI engineering by building every core…	81	49577	active
Made With ML Made With ML is an open-source course teaching how to design, develop, deploy, and iterate on production-grade machine learning application…	66	49233	active
google-research/google-research A large monorepo containing code and datasets released by Google Research alongside its publications, spanning machine learning, AI, and ma…	77	38625	active
ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code A curated awesome-list of 500+ AI, machine learning, deep learning, computer vision, and NLP projects with links to code and tutorials. It …	48	36565	active
mli/paper-reading A curated collection of in-depth video walkthroughs of classic and recent deep learning papers, presented paragraph by paragraph by Mu Li. …	38	33735	active
google-research/tuning_playbook A comprehensive guide from Google Research engineers on systematically maximizing deep learning model performance through disciplined hyper…	31	30297	stable
Dive into Deep Learning (D2L.ai) Dive into Deep Learning (D2L.ai) is an open-source, interactive deep learning textbook with runnable code in Jupyter notebooks, available i…	23	29453	active
harvard-edge/cs249r_book An open-access, two-volume textbook and curriculum ecosystem on engineering machine learning systems, from single-device foundations to fle…	92	28010	active
WZMIAOMIAO/deep-learning-for-image-processing A Chinese-language educational repository of deep learning tutorials for image processing, covering classification, object detection, and s…	59	26359	active
fastai/fastbook The fastai book, 'Deep Learning for Coders', published as a collection of Jupyter Notebooks covering deep learning with fastai and PyTorch.…	23	25242	stable
karpathy/nn-zero-to-hero A free video course by Andrej Karpathy teaching neural networks from the basics up to building GPT-style language models, with accompanying…	32	24128	stable
pytorch/examples A curated repository of short, high-quality PyTorch example projects covering vision, text, reinforcement learning, and distributed trainin…	50	24015	active
AccumulateMore/CV A comprehensive collection of Chinese-language Jupyter Notebook study notes covering deep learning, computer vision, NLP, and LLM agents, b…	73	23416	stable
zergtant/pytorch-handbook An open-source Chinese-language book (PyTorch Handbook) that helps beginners quickly get started with deep learning development and researc…	32	21678	active
fchollet/deep-learning-with-python-notebooks A collection of Jupyter notebooks containing the runnable code samples from the book 'Deep Learning with Python' (third edition, 2025) by F…	51	20273	active
Neural Networks and Deep Learning (NNDL) book series The official repository for Qiu Xipeng's 'Neural Networks and Deep Learning' (Dandelion Book) series, hosting metadata and entry pages for …	80	19123	active
keon/awesome-nlp A curated awesome-list of Natural Language Processing resources, including tutorials, books, courses, libraries across many programming lan…	76	18935	active
mrdbourke/pytorch-deep-learning Open-source course materials for the 'Learn PyTorch for Deep Learning: Zero to Mastery' course, including Jupyter notebooks, an online book…	62	18819	active
NLP-LOVE/ML-NLP A curated collection of machine learning, deep learning, and NLP interview knowledge points with code implementations, organized into modul…	60	17799	active
bharathgs/Awesome-pytorch-list A curated awesome-list of PyTorch-related resources on GitHub, covering libraries, model implementations, tutorials, books, and paper repro…	62	16653	active
naklecha/llama3-from-scratch A Jupyter Notebook that implements the Llama 3 language model from scratch, building each tensor and matrix multiplication step by step whi…	24	15222	stable
google-deepmind/deepmind-research A collection of implementations and illustrative code accompanying DeepMind research publications, spanning reinforcement learning, generat…	72	15169	active
NVIDIA/DeepLearningExamples A collection of state-of-the-art deep learning model training and deployment scripts from NVIDIA, organized by model and optimized for Tens…	32	14840	active
vdumoulin/conv_arithmetic A technical report and tutorial repository explaining convolution arithmetic for deep learning, with animated visualizations of convolution…	10	14690	stable
jindongwang/transferlearning A curated collection of papers, tutorials, code, datasets, and benchmarks covering transfer learning, domain adaptation, domain generalizat…	35	14348	active
ageron/handson-ml3 A series of Jupyter notebooks teaching the fundamentals of Machine Learning and Deep Learning in Python, accompanying the 3rd edition of th…	70	14010	active
kmario23/deep-learning-drizzle A curated collection of links to university lecture videos, slides, and course pages covering deep learning, machine learning, reinforcemen…	67	12933	stable
zalandoresearch/fashion-mnist Fashion-MNIST is a dataset of 70,000 28x28 grayscale Zalando article images across 10 classes, designed as a direct drop-in replacement for…	32	12810	stable
ritchieng/the-incredible-pytorch A curated list of tutorials, papers, projects, libraries, videos, and communities related to PyTorch. It serves as a reference index for le…	74	12634	active
diff-usion/Awesome-Diffusion-Models A curated awesome-list collecting papers, tutorials, videos, and notebooks about diffusion models and score-based generative models. It org…	32	12363	active
NielsRogge/Transformers-Tutorials A collection of Jupyter notebook tutorials demonstrating how to use the HuggingFace Transformers library with PyTorch. It covers fine-tunin…	67	11748	active
scutan90/DeepLearning-500-questions An open-source Chinese-language book, 'Deep Learning 500 Questions', covering probability, linear algebra, machine learning, deep learning,…	32	57575	maintenance
cs231n/cs231n.github.io The public course notes and assignments site for Stanford's CS231n: Convolutional Neural Networks for Visual Recognition. It provides writt…	69	11008	stable
yandexdataschool/nlp_course The Yandex School of Data Analysis (YSDA) Natural Language Processing course, with lecture materials, interactive blog-style content, semin…	77	10656	active
roboticcam/machine-learning-notes A continuously updated collection of 2000+ slides, Jupyter Notebook demos, and video links covering machine learning, probabilistic models,…	73	10344	active
satellite-image-deep-learning/techniques A curated reference repository cataloguing deep learning techniques, models, and datasets for satellite and aerial imagery analysis. It org…	66	10242	active
alirezadir/AIMLInterviews A curated study guide for AI and machine learning technical interviews at big tech companies, covering DSA coding, ML coding, ML/LLM fundam…	76	9474	active
FareedKhan-dev/train-llm-from-scratch An educational repository and tutorial that implements a transformer-based LLM entirely from scratch in plain PyTorch, covering the full pi…	65	9432	active
pytorch/tutorials The official PyTorch tutorials repository, containing Sphinx-style documentation with runnable Python examples and Jupyter notebooks coveri…	77	9290	active
jzhang38/TinyLlama TinyLlama is an open-source project that pretrained a compact 1.1B-parameter Llama 2 architecture model on 3 trillion tokens, releasing che…	10	9019	stable
lazyprogrammer/machine_learning_examples A large collection of machine learning, deep learning, NLP, and reinforcement learning example code and tutorials accompanying Lazy Program…	68	8916	active
aymericdamien/TensorFlow-Examples A collection of TensorFlow tutorials and example notebooks designed for beginners, covering both TF v1 and v2 APIs. It includes notebooks a…	32	43735	maintenance
MITDeepLearning/introtodeeplearning The official lab materials and Jupyter notebooks for MIT 6.S191 Introduction to Deep Learning, runnable in Google Colab. It covers neural n…	61	8761	active
apachecn/ailearning A Chinese-language open-source learning resource covering data analysis, machine learning, linear algebra, and deep learning, based on note…	23	42490	maintenance
jingyaogong/minimind-v MiniMind-V is an open-source educational project that trains tiny (26M-200M parameter) vision-language models from scratch in pure PyTorch,…	61	8488	active
tensorflow/examples The official TensorFlow examples repository containing showcase notebooks, community examples, and course materials such as the Udacity dee…	67	8280	active
greyhatguy007/Machine-Learning-Specialization-Coursera A collection of solutions and notes for the Machine Learning Specialization by Stanford University and DeepLearning.AI on Coursera, taught …	59	7821	active
harvardnlp/annotated-transformer An annotated, line-by-line Jupyter notebook implementation of the 'Attention Is All You Need' Transformer paper from Harvard NLP. It pairs …	32	7459	stable
datawhalechina/fun-rec An open-source Chinese-language textbook (the 'Wheat Book') teaching recommender systems from classic cascade architectures (collaborative …	72	7295	active
z1069614715/objectdetection_script A collection of Python scripts and improvement ideas for object detection models, primarily YOLO variants (YOLOv5/v7/v8/v10/v11/v12) and RT…	75	7289	active
pliang279/awesome-multimodal-ml A curated reading list of research papers, surveys, tutorials, and datasets on multimodal machine learning, maintained by Paul Liang at CMU…	32	6926	active
yunjey/pytorch-tutorial A collection of concise PyTorch tutorial code for deep learning researchers, covering basics through advanced models like GANs, VAEs, and i…	32	32462	maintenance
tensorflow/tfjs-examples A collection of standalone example projects implemented with TensorFlow.js, covering tasks like regression, sequence-to-sequence, reinforce…	72	6783	active
nndl/llm-beginner A step-by-step beginner tutorial series (with a companion textbook) for learning large language models and agents through six progressive h…	79	6681	active
yandexdataschool/Practical_RL An open-source reinforcement learning course taught at HSE and YSDA, designed to be friendly to online students in English and Russian. It …	57	6564	active
faridrashidi/kaggle-solutions A curated, searchable archive of winning solutions, write-ups, notebooks, and discussions from hundreds of Kaggle competitions, published a…	75	6501	active
SkalskiP/courses A curated collection of links to free AI courses and learning resources, organized by topic, format, difficulty, and price. It covers areas…	30	6479	active
georgezouq/awesome-ai-in-finance A curated awesome-list of AI in finance resources, covering LLM agents, deep learning strategies, trading systems, market data sources, pap…	75	6444	active
jason718/awesome-self-supervised-learning A curated awesome-list of self-supervised learning resources, including papers, surveys, talks, theses, and blogs across computer vision, N…	63	6413	active
KalyanM45/AI-Project-Gallery A curated gallery of artificial intelligence projects spanning machine learning, deep learning, NLP, computer vision, and generative AI, ea…	71	6404	active
ageron/handson-ml2 Jupyter notebooks with example code and exercise solutions accompanying the second edition of the O'Reilly book 'Hands-on Machine Learning …	70	29955	maintenance
charliedream1/ai_quant_trade A one-stop AI quantitative trading platform covering learning, simulation, and live trading of stocks, funds, and crypto. It bundles exampl…	67	6375	active
tensorflow/docs The source repository for TensorFlow's official guides, tutorials, and API documentation published on tensorflow.org. It contains Jupyter n…	64	6328	active
aymericdamien/TopDeepLearning A curated, star-ranked list of popular GitHub projects related to deep learning. It serves as a discovery resource for finding frameworks, …	74	6294	active
ufoym/deepo Deepo is a Dockerfile generator and collection of pre-built Docker images for setting up deep learning research environments. It composes m…	56	6276	active
donnemartin/data-science-ipython-notebooks A large curated collection of IPython/Jupyter notebooks covering data science topics including deep learning (TensorFlow, Keras, Theano, Ca…	32	29326	maintenance
ImagineAILab/ai-by-hand-excel A collection of Excel workbooks that implement deep learning concepts by hand, from softmax and backpropagation to transformers, LSTM, Mamb…	24	6261	active
ZuzooVn/machine-learning-for-software-engineers A curated, multi-month study plan that guides software engineers from a programming background to machine learning engineering using a top-…	32	28864	maintenance
lyhue1991/eat_pytorch_in_20_days A Chinese-language PyTorch tutorial book structured as a 20-day learning plan of Jupyter notebooks, from modeling workflows to low-, mid-, …	36	6157	stable
ashishps1/learn-ai-engineering A curated collection of free resources for learning AI engineering from scratch, covering math foundations, Python, machine learning, deep …	49	5961	active
mrdbourke/tensorflow-deep-learning A collection of Jupyter Notebook course materials for the Zero to Mastery Deep Learning with TensorFlow course by Daniel Bourke. It covers …	32	5943	active
showlab/Awesome-Video-Diffusion A curated awesome-list of diffusion models and papers for video generation, editing, restoration, and related applications. It organizes re…	74	5760	active
karpathy/build-nanogpt A step-by-step video lecture and companion code repository by Andrej Karpathy that builds a GPT-2 (124M) reproduction from an empty file, w…	24	5461	stable
zhaoxin94/awesome-domain-adaptation A curated awesome-list collecting papers, code, libraries, tutorials, and benchmarks on domain adaptation and related transfer learning par…	57	5456	active
ashishpatel26/Tools-to-Design-or-Visualize-Architecture-of-Neural-Network A curated list of tools for designing and visualizing neural network architectures, covering options like Net2Vis, visualkeras, PlotNeuralN…	48	5396	active
rasbt/machine-learning-book The official code repository for the book 'Machine Learning with PyTorch and Scikit-Learn' by Sebastian Raschka, Yuxi Liu, and Vahid Mirjal…	62	5345	stable
mbadry1/DeepLearning.ai-Summary A collection of personal notes and summaries for the five DeepLearning.ai specialization courses by Andrew Ng on Coursera. It serves as a f…	72	5340	stable
nashory/gans-awesome-applications A curated awesome-list of applications and demonstrations built with Generative Adversarial Networks (GANs), organized by use case such as …	71	5102	active
naganandy/graph-based-deep-learning-literature A curated collection of links to conference publications on graph-based deep learning, organized by conference, year, and topic. It also in…	71	5096	active
datawhalechina/tiny-universe An open-source Chinese-language tutorial series ('Tiny-Universe') that teaches building large language model systems from scratch, covering…	55	5028	active
huggingface/nanoVLM nanoVLM is a minimal, readable pure-PyTorch repository (~750 lines) for training and finetuning small Vision-Language Models, inspired by n…	43	4997	active
MLEveryday/100-Days-Of-ML-Code A Chinese translation of the popular 100-Days-Of-ML-Code learning challenge, providing day-by-day machine learning tutorials with infograph…	32	22232	maintenance
karpathy/ng-video-lecture The companion code repository for Andrej Karpathy's 'Neural Networks: Zero To Hero' video lecture on building a GPT model from scratch (nan…	31	4937	stable
dennybritz/reinforcement-learning A collection of Jupyter Notebook implementations, exercises, and solutions for popular reinforcement learning algorithms, designed to accom…	32	22116	maintenance
yanshengjia/ml-road A curated collection of machine learning and agentic AI resources, including courses, practice materials, and research references. It aggre…	75	4920	active
BoltzmannEntropy/interviews.ai An open book, 'Deep Learning Interviews', containing hundreds of fully solved job interview questions across key AI and data science topics…	49	4890	active
oreilly-japan/deep-learning-from-scratch Companion source code repository for the O'Reilly Japan book 'Deep Learning from Scratch' (2016), organized by chapter with Python/NumPy im…	32	4839	stable
dusty-nv/jetson-containers A modular Docker container build system providing prebuilt AI/ML packages (PyTorch, TensorFlow, vLLM, ollama, ROS, etc.) for NVIDIA Jetson …	76	4835	active
changyeyu/LLM-RL-Visualized A curated collection of 100+ original SVG architecture diagrams explaining LLM, VLM, and reinforcement learning algorithms (RLHF, PPO, GRPO…	62	4819	active
datawhalechina/competition-baseline A curated collection of baseline solutions and code for data science competitions including Kaggle, iFlytek AI challenges, and Tianchi cont…	74	4757	active
fengdu78/deeplearning_ai_books Chinese-language study notes and resources for Andrew Ng's deeplearning.ai Deep Learning Specialization, covering neural networks, CNNs, RN…	32	21007	maintenance
bentrevett/pytorch-sentiment-analysis A collection of Jupyter notebook tutorials teaching sequence classification with PyTorch, using sentiment analysis on movie reviews as the …	32	4613	active
kaieye/2022-Machine-Learning-Specialization A community-maintained collection of Jupyter Notebook labs, quizzes, and markdown notes for Andrew Ng's 2022 Machine Learning Specializatio…	32	4609	stable
huggingface/notebooks A collection of Jupyter notebooks demonstrating how to use Hugging Face libraries such as Transformers, Datasets, and Diffusers. It serves …	77	4600	active
TingsongYu/PyTorch-Tutorial-2nd A free open-source Chinese-language book and companion Jupyter Notebook codebase teaching PyTorch from basics through CV, NLP, and LLM appl…	67	4584	active
PINTO0309/PINTO_model_zoo A large collection of pre-trained deep learning models that have been inter-converted between frameworks such as TensorFlow, PyTorch, ONNX,…	67	4577	active