resource: deep-learning
777 resources, primary matches first, then adoption-weighted; health v2 shown.
| Resource | Health v2 | Stars | Maturity |
|---|---|---|---|
| afshinea/stanford-cs-229-machine-learning A collection of illustrated PDF cheatsheets and refreshers summarizing Stanford's CS 229 Machine Learning course, covering supervised learn… | 32 | 20161 | maintenance |
| pageman/sutskever-30-implementations A collection of 30 educational Jupyter notebook implementations of the foundational deep learning papers from Ilya Sutskever's famous readi… | 48 | 4531 | active |
| xialeiliu/Awesome-Incremental-Learning A curated awesome-list of papers, surveys, and code resources on incremental (continual/lifelong) learning in deep learning. It organizes r… | 72 | 4513 | active |
| ShusenTang/Dive-into-DL-PyTorch A Chinese-language adaptation of the 'Dive into Deep Learning' (D2L) textbook that replaces the original MXNet code with PyTorch implementa… | 32 | 19466 | maintenance |
| bnsreenu/python_for_microscopists A collection of Jupyter notebooks supporting the DigitalSreeni YouTube tutorials, teaching Python from basics through advanced machine lear… | 67 | 4408 | active |
| ahkarami/Deep-Learning-in-Production A curated collection of notes, tutorials, and reference links about deploying deep learning models in production, covering PyTorch, TensorF… | 32 | 4376 | active |
| amanchadha/coursera-deep-learning-specialization A collection of notes, programming assignments, and quizzes from all five courses of the Coursera Deep Learning Specialization by deeplearn… | 71 | 4352 | stable |
| Moataz-Elmesmary/Data-Science-Roadmap A free self-learning roadmap repository guiding learners into data science from A to Z, curating the best free resources, videos, and cheat… | 57 | 4352 | active |
| datawhalechina/llms-from-scratch-cn A hands-on tutorial by Datawhale for building large language models from scratch in Python, covering tokenization, attention, pretraining, … | 59 | 4337 | active |
| ujjwalkarn/Machine-Learning-Tutorials A curated, topic-wise awesome list of machine learning and deep learning tutorials, articles, courses, and other learning resources. It cov… | 32 | 18140 | maintenance |
| huggingface/course The free, open-source Hugging Face course teaching how to apply Transformers to NLP and LLM tasks using the Hugging Face ecosystem (Transfo… | 73 | 4155 | active |
| Mikoto10032/DeepLearning A curated Chinese-language deep learning tutorial repository collecting learning paths, textbooks, course notes, and articles covering mach… | 32 | 17713 | maintenance |
| rasbt/deeplearning-models A curated collection of deep learning architectures, models, and tips implemented as Jupyter Notebooks in both PyTorch and TensorFlow. It c… | 32 | 17588 | maintenance |
| jtoy/awesome-tensorflow A curated list of TensorFlow resources including tutorials, models, libraries, tools, videos, papers, and books. It serves as a directory o… | 62 | 17550 | maintenance |
| GAN implementations collection A collection of clean PyTorch (and companion Keras) implementations of dozens of Generative Adversarial Network variants from research pape… | 32 | 17446 | maintenance |
| TarrySingh/Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials A curated collection of IPython notebook tutorials covering deep learning, artificial intelligence, and machine learning with frameworks li… | 38 | 4002 | active |
| dkozlov/awesome-knowledge-distillation A curated awesome-list of research papers and resources on knowledge distillation, the technique of transferring knowledge from large teach… | 70 | 3903 | active |
| emilwallner/Screenshot-to-code A deep learning project and tutorial that trains a neural network (based on pix2code) to convert design mockup screenshots into static HTML… | 32 | 16493 | maintenance |
| instillai/TensorFlow-Course A collection of simple, ready-to-use TensorFlow tutorials with source code and documentation, updated to TensorFlow 2.3. It is a Jupyter No… | 23 | 16278 | maintenance |
| ashishpatel26/Andrew-NG-Notes A collection of handwritten and markdown notes covering Andrew Ng's Coursera Machine Learning and Deep Learning Specialization courses, com… | 48 | 3797 | active |
| datawhalechina/thorough-pytorch An open-source Chinese-language PyTorch tutorial course ('Thorough PyTorch') by DataWhale, delivered as Jupyter notebooks and markdown docs… | 61 | 3760 | active |
| oxford-cs-deepnlp-2017/lectures Repository of lecture slides and course materials for the Oxford Deep NLP 2017 course, delivered with DeepMind. It covers neural network ap… | 32 | 15853 | maintenance |
| fastai/course22 The official notebooks, slides, and spreadsheets for the fast.ai 2022 'Practical Deep Learning for Coders' course. It accompanies a free vi… | 32 | 3705 | stable |
| hemansnation/AI-Engineer-Headquarters An open-source, action-oriented curriculum and learning roadmap for becoming an AI engineer, covering ML, MLOps, LLMs, RAG systems, fine-tu… | 55 | 3673 | active |
| rlcode/reinforcement-learning A collection of minimal, clean, one-file-per-algorithm reinforcement learning examples in Python, covering classic methods like Q-Learning … | 71 | 3659 | active |
| PaddlePaddle/awesome-DeepLearning An official PaddlePaddle one-stop deep learning learning hub containing courses, books, case studies, a knowledge wiki, and interview quest… | 32 | 3647 | active |
| kailashahirwar/cheatsheets-ai A curated collection of cheat sheets (PDFs and images) covering machine learning and deep learning tools like TensorFlow, Keras, PyTorch, N… | 32 | 15427 | maintenance |
| krzjoa/awesome-python-data-science A curated awesome-list cataloging Python data science software across machine learning, deep learning, NLP, visualization, and related area… | 67 | 3569 | active |
| ben1234560/AiLearning-Theory-Applying A Chinese-language learning repository of Jupyter notebooks covering AI fundamentals, math basics, machine learning, deep learning, and NLP… | 71 | 3563 | active |
| maziarraissi/Applied-Deep-Learning A two-semester graduate-level Applied Deep Learning course by Maziar Raissi, provided as lecture notes (PDFs) and YouTube playlists coverin… | 32 | 3558 | stable |
| girafe-ai/ml-course An open machine learning course (girafe-ai) with lecture videos, slides, seminars, and homework assignments in Jupyter Notebooks. It covers… | 59 | 3539 | active |
| graykode/nlp-tutorial A Jupyter Notebook-based tutorial series teaching natural language processing with deep learning, implementing classic NLP models (NNLM, Wo… | 32 | 14924 | maintenance |
| ethen8181/machine-learning A continuously updated collection of machine learning and data science tutorials written as Jupyter notebooks in Python 3. It covers topics… | 73 | 3498 | active |
| zjhellofss/KuiperInfer KuiperInfer is an open-source course that guides learners through building a high-performance deep learning inference engine from scratch i… | 46 | 3496 | active |
| hindupuravinash/the-gan-zoo A curated catalog of named Generative Adversarial Network (GAN) variants, maintained as a TSV table with paper links and GitHub references.… | 32 | 14692 | maintenance |
| jonyzhang2023/awesome-embodied-vla-va-vln A curated awesome-list of 700+ state-of-the-art research papers and resources in embodied AI, covering Vision-Language-Action (VLA) models,… | 64 | 3481 | active |
| janishar/mit-deep-learning-book-pdf A repository hosting the MIT Deep Learning Book by Ian Goodfellow, Yoshua Bengio, and Aaron Courville as complete and chapter-wise PDFs, co… | 52 | 14214 | maintenance |
| angelos-p/llm-from-scratch A hands-on workshop repository where learners write every component of a GPT training pipeline (tokenizer, transformer, training loop, gene… | 50 | 3380 | active |
| YangLing0818/Diffusion-Models-Papers-Survey-Taxonomy A curated, continuously updated collection of research papers on diffusion models, organized according to the authors' ACM Computing Survey… | 52 | 3363 | active |
| AI-Edu (Microsoft AI Education Community) Microsoft AI Education Community (AI-Edu) is an open-source AI education resource from Microsoft Research Asia, offering foundational tutor… | 23 | 14094 | maintenance |
| datawhalechina/every-embodied An open-source Chinese-language tutorial course by Datawhale that teaches embodied AI from scratch, guiding learners with only basic Python… | 66 | 3359 | active |
| mintisan/awesome-kan A curated awesome-list collecting Kolmogorov-Arnold Network (KAN) resources, including papers, libraries, projects, tutorials, and benchmar… | 68 | 3291 | active |
| teddylee777/machine-learning A collection of Jupyter notebook tutorials and study materials for machine learning beginners, covering TensorFlow, PyTorch, pandas, deep l… | 48 | 3274 | active |
| schrodingercatss/tuning_playbook_zh_cn A Chinese translation of the Google Deep Learning Tuning Playbook, a tactical guide by Google Brain researchers on systematically maximizin… | 31 | 3221 | stable |
| tangyudi/Ai-Learn A curated AI learning roadmap by Tang Yudi collecting nearly 200 hands-on cases and projects covering Python, math, machine learning, data … | 32 | 13286 | maintenance |
| ddz16/TSFpaper A curated awesome-list of 400+ research papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction (STF)… | 76 | 3191 | active |
| google/deepdream Google Research's DeepDream repository containing an IPython Notebook with sample code for generating neural network art via the Inceptioni… | 10 | 13231 | maintenance |
| dragen1860/Deep-Learning-with-TensorFlow-book An open-source Chinese-language deep learning book ('Dragon Book') based on TensorFlow 2.0, with PDF ebook, source code, and slides. Conten… | 32 | 13213 | maintenance |
| phlippe/uvadlc_notebooks A collection of Jupyter notebook tutorials for the University of Amsterdam's MSc AI Deep Learning course, covering topics like optimization… | 70 | 3181 | active |
| kzbkzb/Python-AI A collection of 100 runnable deep learning examples in Jupyter Notebooks covering image classification, object detection, and NLP text clas… | 52 | 3173 | active |
| SkyworkAI/Skywork-R1V Skywork-R1V is a series of open-source multimodal reasoning models (up to 38B parameters) that extend R1-style LLMs to visual inputs via a … | 63 | 3167 | active |
| OpenDriveLab/AgiBot-World AgiBot World Colosseo is a large-scale open-source robot manipulation dataset with over one million trajectories across 217 real-world task… | 59 | 3157 | active |
| raiyanyahya/how-to-train-your-gpt A 12-chapter educational repository that teaches how to build, train, and run a modern LLaMA-style GPT language model from scratch in Pytho… | 55 | 3152 | active |
| MorvanZhou/tutorials Companion code repository for the MorvanPython (莫烦Python) tutorial series, covering machine learning, neural networks (TensorFlow, PyTorch,… | 32 | 13010 | maintenance |
| tensorflow/playground An interactive in-browser visualization of neural networks built with TypeScript and d3.js, letting users tweak layers, activations, learni… | 71 | 12999 | maintenance |
| 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 | 3109 | active |
| chenyuntc/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 |
| 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 | 12795 | maintenance |
| 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 |
| 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 | 3002 | 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 | 2980 | active |
| EleutherAI/pythia EleutherAI's Pythia project: a suite of autoregressive transformer language models released with 154 training checkpoints each, plus code a… | 56 | 2911 | stable |
| 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… | 46 | 2884 | 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… | 56 | 2877 | active |
| Jack-Cherish/PythonPark A curated Chinese-language collection of Python self-study tutorials covering machine learning, deep learning, web scraping, data structure… | 32 | 11677 | maintenance |
| 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 | 2865 | 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 | 2856 | 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 | 2856 | active |
| facebookresearch/audio2photoreal A PyTorch codebase and dataset from Meta Research for generating photorealistic conversational avatars (face and body motion) driven from a… | 10 | 2850 | active |
| hoya012/deep_learning_object_detection A curated list of research papers on object detection using deep learning, spanning 2014 to 2020, with performance tables, dataset papers, … | 32 | 11385 | 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 | 2793 | stable |
| 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 |
| rushter/MLAlgorithms A collection of minimal, clean Python implementations of core machine learning algorithms built with numpy, scipy, and autograd. It is desi… | 69 | 11171 | 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 | 2717 | active |
| 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 | 2689 | 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 | 2638 | active |
| 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 | 2635 | 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 | 2611 | 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 | 10453 | maintenance |
| 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 … | 87 | 2596 | 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 | 2593 | active |
| 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 | 10371 | 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… | 68 | 2586 | 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 | 9918 | maintenance |
| 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… | 75 | 9773 | maintenance |
| 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 |
| 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 |
| 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 | 2431 | active |
| 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 | 2430 | 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 | 9506 | maintenance |
| minitorch/minitorch Minitorch is a student-built deep learning framework suite where learners implement a mini PyTorch-like tensor library with autograd, opera… | 23 | 2402 | active |
| 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 | 9480 | maintenance |
| 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 | 2384 | active |
| nikhilbarhate99/PPO-PyTorch A minimal, single-threaded PyTorch implementation of Proximal Policy Optimization (PPO) with clipped objective for OpenAI gym environments.… | 32 | 2375 | stable |
| Hvass-Labs/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 | 9267 | maintenance |
| 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… | 72 | 2314 | 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 | 2311 | 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 | 9028 | maintenance |