resource: deep-learning
777 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| Linaqruf/kohya-trainer A collection of Jupyter/Colab notebooks adapting kohya-ss's sd-scripts for training Stable Diffusion models, including LoRA and Dreambooth … | 10 | 1899 | maintenance |
| YapengTian/Single-Image-Super-Resolution A curated awesome-list of papers and resources on example-based single image super-resolution (SISR), spanning early learning-based, sparsi… | 32 | 1895 | maintenance |
| tobegit3hub/tensorflow_template_application A template application demonstrating end-to-end deep learning with TensorFlow, covering data formats (CSV, LIBSVM, TFRecords), multiple net… | 32 | 1874 | maintenance |
| camoverride/lit A curated collection of links to technical textbooks and freely available PDFs aimed at the self-taught AI, machine learning, and data scie… | 43 | 1854 | maintenance |
| Arturus/kaggle-web-traffic The 1st place solution code for the Kaggle Web Traffic Time Series Forecasting competition, implementing an RNN encoder-decoder (seq2seq) m… | 32 | 1849 | maintenance |
| GauravBh1010tt/DeepLearn A collection of Python implementations of deep learning research papers covering NLP, computer vision, and machine learning topics using Ke… | 23 | 1847 | maintenance |
| Jiakui/awesome-bert A curated awesome-list collecting BERT and XLNet related papers, GitHub repositories, and pre-trained model resources for NLP. It links off… | 32 | 1839 | maintenance |
| leerumor/nlp_tutorial A Chinese-language NLP learning guide that aggregates SOTA model lists, surveys, and practical tips for core tasks like text classification… | 32 | 1829 | maintenance |
| sachinruk/deepschool.io DeepSchool.io is a collection of open-source deep learning tutorials delivered as Jupyter notebooks, covering data science with Pandas, dee… | 32 | 1808 | maintenance |
| lexfridman/deeptraffic DeepTraffic is a deep reinforcement learning competition from the MIT Deep Learning series where participants train neural networks to driv… | 32 | 1793 | maintenance |
| xavier-zy/Awesome-pytorch-list-CNVersion A Chinese translation of the Awesome-pytorch-list, a curated catalog of PyTorch-related libraries, tutorials, books, paper implementations,… | 32 | 1792 | maintenance |
| tugstugi/dl-colab-notebooks A collection of Google Colab notebooks for trying out deep learning models online with a single click. It covers demos across TTS, speech p… | 32 | 1780 | maintenance |
| AberHu/Knowledge-Distillation-Zoo A PyTorch reference collection implementing many classic knowledge distillation methods (logits, soft target, attention transfer, FitNet, P… | 32 | 1759 | maintenance |
| enggen/Deep-Learning-Coursera A collection of Jupyter Notebook solutions and notes for Andrew Ng's Deep Learning Specialization on Coursera (deeplearning.ai). It covers … | 32 | 1758 | maintenance |
| ChandlerBang/awesome-self-supervised-gnn A curated awesome-list of research papers on self-supervised learning and pretraining for Graph Neural Networks (GNNs), organized by public… | 32 | 1728 | maintenance |
| aerophile/awesome-deepfakes A curated awesome-list of deepfake-related resources, including code repositories for face swapping and generation, research papers on deep… | 32 | 1725 | maintenance |
| dformoso/deeplearning-mindmap A mindmap-style cheatsheet summarizing deep learning concepts, architectures, and the TensorFlow library, distributed as a PDF. It serves a… | 32 | 1702 | maintenance |
| YunYang1994/TensorFlow2.0-Examples A collection of TensorFlow 2.0 tutorials and example implementations covering deep learning fundamentals through advanced models like YOLOv… | 32 | 1699 | maintenance |
| zhengjingwei/machine-learning-interview A curated collection of machine learning and deep learning interview questions with answers, written primarily in Chinese. It covers fundam… | 32 | 1695 | maintenance |
| XueFuzhao/OpenMoE OpenMoE is a family of open-sourced Mixture-of-Experts (MoE) large language models, including base and chat variants at 8B scale, released … | 28 | 1695 | maintenance |
| jacobhilton/deep_learning_curriculum An advanced deep learning curriculum focused on large language model alignment, written by a researcher as of July 2022. It is a curated re… | 32 | 1686 | maintenance |
| JunMa11/SOTA-MedSeg A curated list of state-of-the-art medical image segmentation methods organized by MICCAI and other segmentation challenges. It summarizes … | 32 | 1676 | maintenance |
| ilkarman/DeepLearningFrameworks A collection of Jupyter notebooks implementing the same neural network tasks (CNN on CIFAR-10, RNN, etc.) across many deep learning framewo… | 32 | 1651 | maintenance |
| QingyongHu/SoTA-Point-Cloud The official repository accompanying the IEEE TPAMI 2020 survey 'Deep Learning for 3D Point Clouds: A Survey'. It curates papers, datasets,… | 32 | 1634 | maintenance |
| msgi/nlp-journey A curated collection of documents, papers, and Python code covering core Natural Language Processing topics such as topic models, word embe… | 62 | 1629 | maintenance |
| aws-samples/aws-machine-learning-university-accelerated-cv A free Machine Learning University course from AWS covering accelerated computer vision, with slides, Jupyter notebooks, datasets, and YouT… | 32 | 1613 | maintenance |
| albarqouni/Deep-Learning-for-Medical-Applications A curated awesome-list of deep learning papers on medical image analysis, organized by technique (CNN, RNN, GAN, autoencoders) and medical … | 32 | 1608 | maintenance |
| stanfordnlp/cs224n-winter17-notes LaTeX course notes for Stanford's CS224N (Natural Language Processing with Deep Learning) Winter 2017 offering. It provides written lecture… | 32 | 1605 | maintenance |
| Sentdex/NNfSiX Companion code repository for the 'Neural Networks from Scratch' book and video series, implementing neural networks without libraries in m… | 32 | 1598 | maintenance |
| bioinf-jku/SNNs A collection of tutorials and reference implementations for Self-Normalizing Networks (SNNs) from Klambauer et al., demonstrating SELU acti… | 69 | 1586 | maintenance |
| mbadry1/CS231n-2017-Summary A written summary of all 16 lectures of Stanford's CS231n 2017 course on convolutional neural networks for visual recognition. It condenses… | 32 | 1586 | maintenance |
| kevinhughes27/TensorKart A demonstration project that trains a TensorFlow neural network to autonomously drive in Mario Kart 64 using the mupen64plus emulator. It r… | 75 | 1575 | maintenance |
| Paulescu/hands-on-rl A free, hands-on Reinforcement Learning course taught through Jupyter Notebooks, taking learners from basic RL concepts to deep RL. It cove… | 32 | 1572 | maintenance |
| Deep Tutorials for PyTorch A series of in-depth PyTorch tutorials (Deep-Tutorials-for-PyTorch) that walk through implementing models from scratch, including the SSD S… | 32 | 1570 | maintenance |
| MoyanZitto/keras-cn A Chinese-language documentation project for the Keras deep learning library, built with MkDocs and hosted on Read the Docs. It translates … | 32 | 1557 | maintenance |
| sudharsan13296/Awesome-Meta-Learning A curated awesome-list of meta-learning resources including papers with code, books, libraries, blogs, lecture videos, datasets, and worksh… | 32 | 1554 | maintenance |
| julienr/ipynb_playground A collection of educational Jupyter notebooks covering topics like a bitcoin-like blockchain implementation, perceptrons, Keras deep learni… | 32 | 1551 | maintenance |
| dvgodoy/dl-visuals A collection of over 200 freely reusable (CC-BY-4.0) figures and diagrams covering popular deep learning architectures, layers, and concept… | 32 | 1549 | maintenance |
| DeqianBai/Hands-on-Machine-Learning A collection of Jupyter notebooks with Chinese comments that walk through the fundamentals of machine learning and deep learning in Python … | 32 | 1546 | maintenance |
| miracleyoo/pytorch-lightning-template A PyTorch Lightning project template that lets developers adapt existing PyTorch code to Lightning with minimal changes while keeping full … | 32 | 1541 | maintenance |
| devnag/pytorch-generative-adversarial-networks A minimal, educational implementation of a generative adversarial network (GAN) in PyTorch, in roughly 50 lines of code. It trains generato… | 32 | 1540 | maintenance |
| idrl-lab/PINNpapers A curated reading list of must-read papers on Physics-Informed Neural Networks (PINNs), maintained by the IDRL lab. It organizes representa… | 32 | 1533 | maintenance |
| h2oai/h2o-tutorials A collection of tutorials and training materials for the H2O-3 open-source machine learning platform, provided as Jupyter notebooks and R s… | 10 | 1500 | maintenance |
| ahangchen/GDLnotes A collection of Chinese-language study notes for Google's Udacity deep learning course (ud730), with TensorFlow 1.2-compatible example code… | 32 | 1489 | maintenance |
| google-deepmind/educational A collection of educational Jupyter/Colab tutorials from DeepMind teaching machine learning basics to audiences with no ML background. Topi… | 32 | 1487 | maintenance |
| gengyanlei/fire-smoke-detect-yolov4 A fire and smoke detection project providing YOLOv4/YOLOv5 detection models plus an accompanying fire-smoke detection dataset. The code is … | 41 | 1481 | maintenance |
| bat67/pytorch-tutorials-examples-and-books A curated collection of PyTorch tutorials, example notebooks, and books/slides, largely in Chinese, covering topics from basics to CNNs, tr… | 32 | 1476 | maintenance |
| dome272/Diffusion-Models-pytorch A minimal PyTorch implementation of DDPM diffusion models in under 100 lines of code, with conditional and unconditional variants including… | 32 | 1458 | maintenance |
| PKU-TANGENT/nlp-tutorial A beginner tutorial repository from PKU's TANGENT lab for getting started with NLP research. It curates foundational machine learning and d… | 32 | 1456 | maintenance |
| oliverguhr/transformer-time-series-prediction A proof-of-concept repository with two PyTorch transformer models for single-step and multi-step time series prediction. It is educational … | 32 | 1453 | maintenance |
| dalinvip/cnn-lstm-bilstm-deepcnn-clstm-in-pytorch A PyTorch implementation collection of neural network models (CNN, BiLSTM, BiGRU, DeepCNN, CLSTM) for text classification tasks like sentim… | 23 | 1449 | maintenance |
| amitshekhariitbhu/AndroidTensorFlowMachineLearningExample An example Android project demonstrating how to build TensorFlow (native .so and jar) for Android and run object detection on camera images… | 41 | 1441 | maintenance |
| longpeng2008/yousan.ai A curated awesome-list of deep learning study resources including projects, ebooks, and courses, maintained by the yousan.ai community. It … | 32 | 1439 | maintenance |
| tensorflow/workshops A collection of Jupyter Notebook exercises from the TensorFlow team intended for use at workshops, events, and training sessions. It provid… | 10 | 1433 | maintenance |
| shunliz/Machine-Learning A curated collection of study notes on machine learning principles, published as a Gitbook, covering mathematical foundations (calculus, pr… | 48 | 1428 | maintenance |
| geohot/ai-notebooks A collection of Jupyter notebooks by George Hotz implementing simple AI and machine learning algorithms in Python 3 using TensorFlow 2, PyT… | 42 | 1425 | maintenance |
| DWCTOD/CVPR2024-Papers-with-Code-Demo A curated collection of CVPR 2024 papers with links to open-source code and demo videos, organized by research topic such as object detecti… | 32 | 1411 | maintenance |
| SkalskiP/ILearnDeepLearning.py A collection of Jupyter Notebook projects teaching neural networks and deep learning fundamentals, built with plain NumPy and Keras. Each p… | 32 | 1410 | maintenance |
| zhangxiann/PyTorch_Practice A collection of PyTorch learning notes with 25 chapters organized into an 8-week study plan, accompanied by runnable Python code examples a… | 32 | 1397 | maintenance |
| deeplearningzerotoall/PyTorch A Korean-language educational course ('Deep Learning Zero to All Season 2') with Jupyter Notebook labs, slides, and YouTube videos teaching… | 32 | 1396 | maintenance |
| L1aoXingyu/Deep-Learning-Project-Template A PyTorch project template providing a well-designed folder structure and OOP conventions for deep learning projects. It wraps common scaff… | 32 | 1395 | maintenance |
| Alic-yuan/nlp-beginner-finish A completed set of solutions to Fudan University's NLP-Beginner introductory exercises, covering five tasks from machine-learning text clas… | 32 | 1393 | maintenance |
| margaretmz/awesome-tensorflow-lite A curated awesome list of TensorFlow Lite models with sample apps, tools, and learning resources for mobile and edge machine learning. It c… | 32 | 1390 | maintenance |
| bojone/vae A collection of simple Keras implementations of variational autoencoders (VAE) and conditional VAEs (CVAE), with example results on dataset… | 32 | 1389 | maintenance |
| tomepel/Technical_Book_DL A technical, pedagogical book (written in LaTeX, distributed as a PDF) explaining feedforward, convolutional, and recurrent neural network … | 32 | 1385 | maintenance |
| tancik/fourier-feature-networks Research code accompanying the NeurIPS 2020 paper 'Fourier Features Let Networks Learn High Frequency Functions in Low Dimensional Domains'… | 32 | 1370 | maintenance |
| MemorialCheng/deep-learning-from-scratch A curated collection of learning materials for deep learning and machine learning, including source code and notes from the book 'Deep Lear… | 32 | 1368 | maintenance |
| stephencwelch/Neural-Networks-Demystified Supporting Jupyter notebooks and Python scripts for the 'Neural Networks Demystified' YouTube series, teaching neural network fundamentals … | 32 | 1362 | maintenance |
| NVIDIA-AI-IOT/deepstream_reference_apps A collection of C++ reference applications demonstrating video analytics pipelines built on NVIDIA DeepStream SDK 9.0 and TensorRT for Tesl… | 74 | 1355 | maintenance |
| zixian2021/AI-interview-cards A curated repository of over 1000 machine learning and deep learning interview questions and answers organized into 25 categories, includin… | 30 | 1352 | maintenance |
| kmkolasinski/deep-learning-notes A collection of Jupyter Notebook experiments and seminar presentations on deep learning topics, including capsule pooling, custom optimizer… | 32 | 1347 | maintenance |
| DirtyHarryLYL/Transformer-in-Vision A curated list of recent Transformer-based computer vision and related research works, with links to papers and code. It serves as a readin… | 32 | 1343 | maintenance |
| DengBoCong/nlp-paper A curated collection of NLP research papers organized by topic and date, with author-written reading notes for classic and novel papers. It… | 32 | 1332 | maintenance |
| dair-ai/GNNs-Recipe A curated study guide (recipe/studysheet) for learning Graph Neural Networks, collecting introductory articles, videos, survey papers, cour… | 32 | 1330 | maintenance |
| omarsar/nlp_overview An open-source overview of modern deep learning techniques applied to natural language processing, published as a website at nlpoverview.co… | 32 | 1323 | maintenance |
| neubig/nn4nlp-code A collection of Python code examples accompanying the CMU 11-747 'Neural Networks for NLP' course by Graham Neubig and collaborators. It de… | 32 | 1311 | maintenance |
| brianspiering/awesome-dl4nlp A curated awesome-list of Deep Learning for Natural Language Processing resources, including courses, books, tutorials, papers, frameworks,… | 61 | 1309 | maintenance |
| Iallen520/lhy_DL_Hw A collection of example solutions and assignment instructions for the 2020 deep learning course by Professor Hung-yi Lee (李宏毅), written as … | 32 | 1308 | maintenance |
| JunMa11/MICCAI-OpenSourcePapers A curated list of MICCAI conference papers (2019-2023) that have open-source code, with links to each paper's repository. It serves as a re… | 32 | 1293 | maintenance |
| justinpinkney/awesome-pretrained-stylegan2 A curated collection of links to pre-trained StyleGAN 2 models trained on diverse datasets such as faces, cars, cats, churches, and art. It… | 32 | 1290 | maintenance |
| PacktPublishing/Deep-Reinforcement-Learning-Hands-On-Second-Edition Companion code repository for the Packt book 'Deep Reinforcement Learning Hands-On, Second Edition', containing Jupyter Notebook examples o… | 32 | 1288 | maintenance |
| ShusenTang/Deep-Learning-with-PyTorch-Chinese A Chinese translation of the PyTorch official book 'Deep Learning with PyTorch' (essentially abridged edition), accompanied by runnable cod… | 32 | 1287 | maintenance |
| pprp/awesome-attention-mechanism-in-cv A curated awesome list of attention mechanisms and plug-and-play modules for computer vision, with links to papers and implementations. It … | 32 | 1282 | maintenance |
| open-mmlab/OpenMMLabCourse A collection of articles, video lectures, and Jupyter notebook tutorials from the OpenMMLab team covering computer vision algorithms and th… | 32 | 1280 | maintenance |
| shicai/MobileNet-Caffe A Caffe implementation of Google's MobileNet v1 and v2 architectures with pretrained ImageNet model weights. It includes evaluation scripts… | 32 | 1274 | maintenance |
| Captain1986/CaptainBlackboard A collection of technical notes and tutorials (in Chinese) covering machine learning, deep learning, computer vision, and C++ engineering t… | 32 | 1269 | maintenance |
| ZhugeKongan/torch-template-for-deep-learning A PyTorch template repository collecting implementations of classical backbone CNNs, data augmentation techniques, loss functions, attentio… | 32 | 1269 | maintenance |
| The-AI-Summer/Deep-Learning-In-Production An open-source book (with accompanying Jupyter Notebook examples) about building, training, deploying, scaling, and maintaining deep learni… | 32 | 1264 | maintenance |
| oreilly-japan/deep-learning-from-scratch-2 Companion source code repository for the O'Reilly Japan book 'Deep Learning from Scratch 2: Natural Language Processing' (2018). It contain… | 32 | 1249 | maintenance |
| dsgiitr/graph_nets A collection of PyTorch implementations with accompanying blog-style Jupyter notebooks explaining major graph representation learning paper… | 38 | 1237 | maintenance |
| Hyperparticle/one-pixel-attack-keras A Keras/TensorFlow implementation and tutorial of the 'One Pixel Attack' paper, which fools deep neural networks by modifying a single pixe… | 32 | 1237 | maintenance |
| matsuolab-edu/dl4us DL4US is a publicly released set of Jupyter Notebook course materials for a practical deep learning course aimed at engineers, originally o… | 32 | 1234 | maintenance |
| sudharsan13296/Hands-On-Meta-Learning-With-Python A Jupyter Notebook companion repository for the book 'Hands-On Meta Learning with Python', implementing meta-learning algorithms like MAML,… | 32 | 1228 | maintenance |
| hanbt/learn_dl A collection of deep learning algorithm implementations written from scratch in Python 3, intended as a learning resource for beginners. It… | 74 | 1224 | maintenance |
| vmayoral/basic_reinforcement_learning An introductory tutorial series on reinforcement learning with step-by-step Jupyter Notebook walkthroughs covering Q-learning, SARSA, DQN, … | 32 | 1224 | maintenance |
| the-full-stack/fsdl-text-recognizer-project Lab materials for the Full Stack Deep Learning course, building a handwriting recognition system from scratch and deploying it as a web ser… | 32 | 1224 | maintenance |
| dee1024/pytorch-captcha-recognition A PyTorch-based end-to-end CNN model for recognizing captchas (digits and letters) without manual image preprocessing, using self-generated… | 32 | 1220 | maintenance |
| hunkim/deep_architecture_genealogy A curated genealogy of deep learning architectures, organized as a mindmap (Coggle) and auto-generated text index linking to arXiv papers. … | 32 | 1220 | maintenance |
| jwwthu/GNN4Traffic A curated collection of research papers on Graph Neural Networks for traffic forecasting, accompanying published surveys. It includes paper… | 32 | 1212 | maintenance |
| Kaixhin/grokking-pytorch A tutorial-style guide explaining how to think about and use PyTorch, built around the official MNIST example. It walks through computation… | 32 | 1199 | maintenance |