Deep learning

Deep learning is a subset of machine learning that uses artificial neural networks with multiple layers to automatically learn hierarchical representations from data. It powers modern breakthroughs in computer vision, natural language processing, speech recognition, and generative AI.

GitHub: https://github.com/topics/deep-learning
Wikipedia: https://en.wikipedia.org/wiki/Deep_learning
Aliases: deeplearning, deep-learning-tutorial, deep-learning-algorithms, deep-learning-papers,
Last updated: 2026-06-23 00:07:53 UTC
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https://github.com/KevinMusgrave/powerful-benchmarker

A library for ML benchmarking. It's powerful.

benchmarking computer-vision deep-learning domain-adaptation machine-learning metric-learning pytorch transfer-learning

Last synced: 08 May 2025

https://github.com/gao-lab/glue

Graph-linked unified embedding for single-cell multi-omics data integration

bioinformatics deep-learning single-cell single-cell-multiomics

Last synced: 14 Jan 2026

https://github.com/mims-harvard/decagon

Graph convolutional neural network for multirelational link prediction

deep-learning embeddings graph-convolutional-networks graph-neural-networks pharmacology representation-learning

Last synced: 10 Oct 2025

https://github.com/ruiminshen/yolo2-pytorch

PyTorch implementation of the YOLO (You Only Look Once) v2

caffe2 computer-vision deep-learning deep-neural-networks object-detection onnx python pytorch yolo2

Last synced: 03 Apr 2025

https://github.com/ArtLabss/tennis-tracking

Open-source Monocular Python HawkEye for Tennis

ball-tracking deep-learning line-detection machine-learning python tennis tennis-tracking video yolo

Last synced: 21 Apr 2025

https://github.com/liaoyuhua/LLM4TS

Large Language & Foundation Models for Time Series.

deep-learning foundation-models large-language-models survey time-series

Last synced: 06 Apr 2025

https://github.com/hubertsiuzdak/snac

Multi-Scale Neural Audio Codec (SNAC) compresses audio into discrete codes at a low bitrate

audio audio-codec deep-learning

Last synced: 14 Jul 2025

https://weiyithu.github.io/NerfingMVS/

[ICCV 2021 Oral] NerfingMVS: Guided Optimization of Neural Radiance Fields for Indoor Multi-view Stereo

3d-reconstruction 3dvision computer-vision deep-learning multi-view-stereo neural-radiance-fields

Last synced: 21 Nov 2025

https://github.com/jeankossaifi/tensorly-notebooks

Tensor methods in Python with TensorLy

deep-learning tensor-algebra tensor-methods tensorly

Last synced: 05 Apr 2025

https://github.com/Jhy1993/Representation-Learning-on-Heterogeneous-Graph

Representation-Learning-on-Heterogeneous-Graph

deep-learning graph-embedding graph-neural-network heterogeneous-graph heterogeneous-information-networks machine-learning network-embedding network-representation-learning representation-learning

Last synced: 01 May 2025

https://github.com/Mohitkr95/Best-Data-Science-Resources

This repository contains the best Data Science free hand-picked resources to equip you with all the industry-driven skills and interview preparation kit.

ai artificial-intelligence artificial-intelligence-algorithms aws computer-vision data data-structures datascience deep-learning git github jupyter-notebook machine-learning mongodb natural-language-processing neural-network python sql statistics

Last synced: 07 May 2025

https://github.com/stared/interactive-machine-learning-list

A collaborative list of interactive Machine Learning, Deep Learning and Statistics websites

deep-learning explorable-explanations javascript machine-learning statistics vue

Last synced: 05 Apr 2025

https://github.com/lucidrains/local-attention

An implementation of local windowed attention for language modeling

artificial-intelligence attention-mechanisms deep-learning

Last synced: 14 May 2025

https://github.com/astorfi/deep-learning-nlp

:satellite: Organized Resources for Deep Learning in Natural Language Processing

deep-learning natural-language-processing

Last synced: 06 Apr 2025

https://github.com/Cartus/AGGCN_TACRED

Attention Guided Graph Convolutional Networks for Relation Extraction (authors' PyTorch implementation for the ACL19 paper)

deep-learning graph-convolutional-networks graph-neural-networks information-extraction nlp relation-extraction

Last synced: 16 Apr 2025

https://github.com/tlkh/ai-lab

All-in-one AI container for rapid prototyping

cuda data-science deep-learning docker jupyter nvidia pytorch tensorflow

Last synced: 05 Apr 2025

https://github.com/weiyithu/NerfingMVS

[ICCV 2021 Oral] NerfingMVS: Guided Optimization of Neural Radiance Fields for Indoor Multi-view Stereo

3d-reconstruction 3dvision computer-vision deep-learning multi-view-stereo neural-radiance-fields

Last synced: 11 Apr 2025

https://github.com/Dyakonov/DL

Курс "Глубокое обучение (Deep Learning)" (ВМК, МГУ имени М.В. Ломоносова)

deep-learning dl lectures machine-learning ml msu slides

Last synced: 19 Jul 2025

https://github.com/Haochen-Wang409/U2PL

[CVPR'22] Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels

cityscapes computer-vision contrastive-learning cvpr2022 deep-learning mechine-learning pascal-voc pytorch semantic-segmentation semi-supervised-learning

Last synced: 02 Apr 2025

https://github.com/krasserm/perceiver-io

A PyTorch implementation of Perceiver, Perceiver IO and Perceiver AR with PyTorch Lightning scripts for distributed training

deep-learning machine-learning perceiver perceiver-ar perceiver-io pytorch pytorch-lightning

Last synced: 12 Apr 2025

https://github.com/patrick-kidger/torchcde

Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.

controlled-differential-equations deep-learning deep-neural-networks differential-equations dynamical-systems machine-learning neural-differential-equations neural-networks pytorch time-series

Last synced: 16 May 2025

https://github.com/google-research/l2p

Learning to Prompt (L2P) for Continual Learning @ CVPR22 and DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning @ ECCV22

continual-learning deep-learning jax

Last synced: 13 Oct 2025

https://github.com/zc911/matrixslow

A simple deep learning framework in pure python for purpose of learning in DL

book deep-learning framework python

Last synced: 09 Oct 2025

https://github.com/ptyadana/data-science-and-machine-learning-projects-dojo

collections of data science, machine learning and data visualization projects with pandas, sklearn, matplotlib, tensorflow2, Keras, various ML algorithms like random forest classifier, boosting, etc

boosting-algorithms data-analysis data-science data-visualization deep-learning keras machine-learning machine-learning-algorithms natural-language-processing pandas probability-statistics scikit-learn seaborn tensorflow

Last synced: 05 Apr 2025

https://github.com/kevinmusgrave/powerful-benchmarker

A library for ML benchmarking. It's powerful.

benchmarking computer-vision deep-learning domain-adaptation machine-learning metric-learning pytorch transfer-learning

Last synced: 17 Nov 2025

https://github.com/0x454447415244/HandwritingRecognitionSystem

Handwriting Recognition System based on a deep Convolutional Recurrent Neural Network architecture

cnn deep-learning handwriting-recognition machine-learning rnn tensorflow

Last synced: 10 Apr 2025

https://github.com/astorfi/Deep-Learning-NLP

:satellite: Organized Resources for Deep Learning in Natural Language Processing

deep-learning natural-language-processing

Last synced: 13 Jul 2025

https://github.com/cli99/llm-analysis

Latency and Memory Analysis of Transformer Models for Training and Inference

analysis deep-learning language-model language-models machine-learning nlp transformers

Last synced: 17 Jul 2025

https://github.com/khanhnamle1994/movielens

4 different recommendation engines for the MovieLens dataset.

collaborative-filtering content-based-recommendation deep-learning jupyter-notebook movielens notebooks recommender-systems

Last synced: 06 Apr 2025

https://github.com/omerbsezer/fast-pytorch

Pytorch Tutorial, Pytorch with Google Colab, Pytorch Implementations: CNN, RNN, DCGAN, Transfer Learning, Chatbot, Pytorch Sample Codes

cnn cnn-pytorch colab-notebook colab-tutorial colaboratory computer-vision deep-learning machine-learning mlp python pytorch pytorch-implementation pytorch-tutorial rnn rnn-pytorch transfer-learning

Last synced: 01 Oct 2025

https://github.com/yl4579/styletts

Official Implementation of StyleTTS

deep-learning pytorch speech-synthesis text-to-speech tts

Last synced: 15 May 2025

https://github.com/lucidrains/BS-RoFormer

Implementation of Band Split Roformer, SOTA Attention network for music source separation out of ByteDance AI Labs

artificial-intelligence attention-mechanisms deep-learning music-source-separation transformers

Last synced: 14 Jul 2025

https://github.com/ibaiGorordo/ONNX-YOLOv8-Object-Detection

Python scripts performing object detection using the YOLOv8 model in ONNX.

computer-vision deep-learning object-detection onnx onnxruntime opencv python yolo yolov8

Last synced: 21 Apr 2025

https://github.com/Cartus/AGGCN

Attention Guided Graph Convolutional Networks for Relation Extraction (authors' PyTorch implementation for the ACL19 paper)

deep-learning graph-convolutional-networks graph-neural-networks information-extraction nlp relation-extraction

Last synced: 02 Apr 2025

https://github.com/yuliangxiu/poseflow

PoseFlow: Efficient Online Pose Tracking (BMVC'18)

deep-learning machine-learning opencv pose-estimation posetrack posetracking real-time realtime tracking video

Last synced: 05 Apr 2025

https://github.com/andrewliao11/Deep-Reinforcement-Learning-Survey

My Exploration on Deep Reinforcement Learning Survey

deep-learning gaming reinforcement-learning robotics

Last synced: 26 Apr 2025

https://github.com/kk7nc/rmdl

RMDL: Random Multimodel Deep Learning for Classification

classification cnn convolutional-neural-networks data-mining deep-learning deep-neural-networks dnn ensemble-learning image-classification information-retrieval keras machine-learning multimodel recurrent-neural-networks rnn tensorflow text-classification text-mining

Last synced: 13 Apr 2025

https://github.com/lucidrains/g-mlp-pytorch

Implementation of gMLP, an all-MLP replacement for Transformers, in Pytorch

artificial-intelligence deep-learning multilayer-perceptron

Last synced: 05 Oct 2025

https://github.com/nlpoptimize/flash-tokenizer

EFFICIENT AND OPTIMIZED TOKENIZER ENGINE FOR LLM INFERENCE SERVING

bert berttokenizer cpp cpp17 deep-learning flash huggingface nlp pybind11 python tokenizer trie wordpiece wordpiece-tokenization

Last synced: 15 May 2025

https://github.com/charlesq34/pointnet-autoencoder

Autoencoder for Point Clouds

autoencoder deep-learning point-cloud pointnet

Last synced: 07 May 2025

https://github.com/tanjeffreyz/auto-maple

Artificial intelligence software for MapleStory that uses various machine learning and computer vision techniques to navigate challenging in-game environments

ai bot computer-vision deep-learning maplestory python

Last synced: 11 Apr 2025

https://github.com/nadavbh12/vq-vae

Minimalist implementation of VQ-VAE in Pytorch

deep-learning deep-neural-networks mnist pytorch vae vq-vae

Last synced: 13 Sep 2025

https://github.com/JeanKossaifi/tensorly-notebooks

Tensor methods in Python with TensorLy

deep-learning tensor-algebra tensor-methods tensorly

Last synced: 07 May 2025

https://github.com/fadel/pytorch_ema

Tiny PyTorch library for maintaining a moving average of a collection of parameters.

deep-learning neural-networks pytorch

Last synced: 15 May 2025

https://github.com/google-deepmind/lab2d

A customisable 2D platform for agent-based AI research

artificial-intelligence deep-learning machine-learning

Last synced: 08 Sep 2025

https://github.com/cszn/SRMD

Learning a Single Convolutional Super-Resolution Network for Multiple Degradations (CVPR, 2018) (Matlab)

cnn deep-learning denoising image-degradation matconvnet matlab non-blind regression sisr super-resolution

Last synced: 14 Mar 2025

https://github.com/cszn/srmd

Learning a Single Convolutional Super-Resolution Network for Multiple Degradations (CVPR, 2018) (Matlab)

cnn deep-learning denoising image-degradation matconvnet matlab non-blind regression sisr super-resolution

Last synced: 06 Apr 2025

https://github.com/tensorflow/model-card-toolkit

A toolkit that streamlines and automates the generation of model cards

deep-learning machine-learning model-cards responsible-ai responsible-ml tensorflow transparency

Last synced: 05 Oct 2025

https://github.com/quva-lab/escnn

Equivariant Steerable CNNs Library for Pytorch https://quva-lab.github.io/escnn/

deep-learning equivariance geometric-deep-learning geometry invariant isometries pytorch rotations symmetries

Last synced: 16 May 2025

https://github.com/nvidia/framework-reproducibility

Providing reproducibility in deep learning frameworks

atomics d9m deep-learning determinism deterministic-ops frameworks fwr13y gpu-determinism gpu-support ngc noise noise-reduction pytorch r13y reproducibility seed seeder tensorflow variance-reduction

Last synced: 16 May 2025

https://github.com/rkcosmos/deepcut

A Thai word tokenization library using Deep Neural Network

deep-learning deep-neural-networks keras keras-tensorflow python segmentation tensorflow thai

Last synced: 16 May 2025

https://github.com/danijar/crafter

Benchmarking the Spectrum of Agent Capabilities

artificial-intelligence deep-learning environment minecraft reinforcement-learning simulation

Last synced: 12 Apr 2025

https://github.com/LaurentMazare/ocaml-torch

OCaml bindings for PyTorch

artificial-intelligence deep-learning gpu machine-learning neural-network ocaml pytorch tensor

Last synced: 07 May 2025

https://github.com/datawhalechina/d2l-ai-solutions-manual

《动手学深度学习》习题解答，在线阅读地址如下：

d2l-ai deep-learning pytorch

Last synced: 05 Apr 2025

https://github.com/laurentmazare/ocaml-torch

OCaml bindings for PyTorch

artificial-intelligence deep-learning gpu machine-learning neural-network ocaml pytorch tensor

Last synced: 08 Apr 2025

https://github.com/matiasvlevi/Dann

Deep Neural Network Library for JavaScript.

dann dannjs deep-learning deep-neural-networks javascript js machine-learning neural-network nodejs

Last synced: 27 Apr 2025

https://github.com/eliahuhorwitz/deepsim

Official PyTorch implementation of the paper: "DeepSIM: Image Shape Manipulation from a Single Augmented Training Sample" (ICCV 2021 Oral)

computer-graphics computer-vision deep-learning deep-neural-networks edge-to-image generative-adversarial-network iccv2021 image-editing image-to-image-translation pytorch segmantation-to-image single-image

Last synced: 06 Sep 2025

https://github.com/yixuan/MiniDNN

A header-only C++ library for deep neural networks

deep-learning header-only machine-learning neural-network statistical-models

Last synced: 15 Nov 2025

https://github.com/neuroneural/brainchop

Brainchop: In-browser 3D MRI rendering and segmentation

3d-segmentation deep-learning frontend-app javascript medical-imaging mri mri-segmentation neuroimaging pyodide tensorflowjs three-js

Last synced: 15 May 2025

https://github.com/NVlabs/GCVit

[ICML 2023] Official PyTorch implementation of Global Context Vision Transformers

ade20k backbone coco deep-learning imagenet imagenet-classification object-detection pre-train pre-trained-model self-attention semantic-segmentation vision-transformer visual-recognition

Last synced: 08 May 2025

https://github.com/zhenye-na/da-rnn

📃 𝖀𝖓𝖔𝖋𝖋𝖎𝖈𝖎𝖆𝖑 PyTorch Implementation of DA-RNN (arXiv:1704.02971)

attention-mechanism deep-learning lstm-neural-networks paper-implementations recurrent-neural-networks rnn-pytorch

Last synced: 05 Apr 2025

https://github.com/toverainc/willow-inference-server

Open source, local, and self-hosted highly optimized language inference server supporting ASR/STT, TTS, and LLM across WebRTC, REST, and WS

cuda deep-learning llama llm privacy speech-recognition speech-to-text text-to-speech vicuna webrtc whisper willow

Last synced: 05 Apr 2025

https://github.com/NVIDIA/framework-reproducibility

Providing reproducibility in deep learning frameworks

atomics d9m deep-learning determinism deterministic-ops frameworks fwr13y gpu-determinism gpu-support ngc noise noise-reduction pytorch r13y reproducibility seed seeder tensorflow variance-reduction

Last synced: 24 Apr 2025

https://github.com/harshitahluwalia7895/100DaysOfMLCode

100-days-of-code 100-days-of-code-log 100daysofmlcode deep-learning implementation machine-learning machine-learning-algorithms python3 siraj-raval-challenge

Last synced: 19 Jul 2025

https://github.com/abhiskk/fast-neural-style

pytorch implementation of fast-neural-style

deep-learning neural-style pytorch

Last synced: 09 Apr 2025

https://github.com/wgcban/ChangeFormer

[IGARSS'22]: A Transformer-Based Siamese Network for Change Detection

attention-mechanism change-detection climate-change deep-learning multi-temporal pytorch remote-sensing satellite-imagery siamese-network transformer-architecture transformer-encoder

Last synced: 11 May 2025

https://github.com/ypwhs/baiduyun_deeplearning_competition

百度云魅族深度学习应用大赛

captcha ctc-loss deep-learning gru jupyter-notebook keras ocr

Last synced: 05 Apr 2025

https://github.com/yanx27/2dpass

2DPASS: 2D Priors Assisted Semantic Segmentation on LiDAR Point Clouds (ECCV 2022) :fire:

deep-learning knowledge-distillation lidar-point-cloud nuscenes pytorch semantic-segmentation semantickitti

Last synced: 05 Apr 2025

https://github.com/wgcban/changeformer

[IGARSS'22]: A Transformer-Based Siamese Network for Change Detection

attention-mechanism change-detection climate-change deep-learning multi-temporal pytorch remote-sensing satellite-imagery siamese-network transformer-architecture transformer-encoder

Last synced: 05 Apr 2025

https://github.com/jfilter/split-folders

🗂 Split folders with files (i.e. images) into training, validation and test (dataset) folders

dataset deep-learning machine-learning oversampling python python-package splitting test training validation

Last synced: 28 Jan 2026

https://github.com/yanx27/2DPASS

2DPASS: 2D Priors Assisted Semantic Segmentation on LiDAR Point Clouds (ECCV 2022) :fire:

deep-learning knowledge-distillation lidar-point-cloud nuscenes pytorch semantic-segmentation semantickitti

Last synced: 20 Mar 2025

https://github.com/ankitshah009/all-about-ai-residency

AI residency programs information

ai-residency-programs artificial-intelligence deep-learning machine-learning residency

Last synced: 20 Mar 2025

https://github.com/greydanus/hamiltonian-nn

Code for our paper "Hamiltonian Neural Networks"

deep-learning dynamics hamiltonian neural-network physics pytorch research

Last synced: 27 Mar 2025

https://github.com/LSH9832/edgeyolo

an edge-real-time anchor-free object detector with decent performance

anchor-free ascend computer-vision deep-learning edge-computing mnn object-detection object-detector onnx pytorch rk3588 rk3588s rknn tensorrt yolo

Last synced: 20 Mar 2025

https://github.com/conchylicultor/deep-learning-tricks

Enumerate diverse machine learning training tricks.

deep-learning tricks

Last synced: 23 Sep 2025

https://github.com/jeffheaton/app_deep_learning

T81-558: PyTorch - Applications of Deep Neural Networks @Washington University in St. Louis

deep-learning python pytorch

Last synced: 15 May 2025

https://github.com/eliahuhorwitz/DeepSIM

Official PyTorch implementation of the paper: "DeepSIM: Image Shape Manipulation from a Single Augmented Training Sample" (ICCV 2021 Oral)

Last synced: 19 Jul 2025

https://github.com/yochengliu/relation-shape-cnn

Relation-Shape Convolutional Neural Network for Point Cloud Analysis (CVPR 2019 Oral & Best paper finalist)

3d-convolutional-network 3d-graphics 3d-point-clouds 3d-shape-recognition 3d-shape-segmentation artificial-intelligence convolutional-neural-network deep-learning geometric-deep-learning normal-estimation

Last synced: 06 Apr 2025

https://github.com/raghakot/keras-text

Text Classification Library in Keras

deep-learning keras machine-learning neural-network tensorflow text-classification theano

Last synced: 05 Apr 2025

https://github.com/karolzak/ipyplot

IPyPlot is a small python package offering fast and efficient plotting of images inside Python Notebooks. It's using IPython with HTML for faster, richer and more interactive way of displaying big numbers of images.

deep-learning html image-classification image-processing image-viewer images jupyter-notebook machine-learning notebook notebooks plotting-in-python python visualization

Last synced: 08 Apr 2025

https://github.com/Yochengliu/Relation-Shape-CNN

Relation-Shape Convolutional Neural Network for Point Cloud Analysis (CVPR 2019 Oral & Best paper finalist)

Last synced: 20 Mar 2025

https://github.com/interpretml/interpret-community

Interpret Community extends Interpret repository with additional interpretability techniques and utility functions to handle real-world datasets and workflows.

deep-learning explainer explanationdashboard interpretable-models machine-learning mimic-explainer python pytorch tabular-explainer

Last synced: 15 May 2025

https://github.com/pochih/RL-Chatbot

🤖 Deep Reinforcement Learning Chatbot

chatbot deep-learning nlp reinforcement-learning seq2seq-model tensorflow

Last synced: 28 Apr 2025

https://github.com/zouchuhang/LayoutNet

Torch implementation of our CVPR 18 paper: "LayoutNet: Reconstructing the 3D Room Layout from a Single RGB Image"

3d-layout 3d-reconstruction deep-learning layoutnet

Last synced: 22 Jul 2025

https://github.com/lucidrains/slot-attention

Implementation of Slot Attention from GoogleAI

artificial-intelligence attention-mechanism clustering deep-learning

Last synced: 12 Apr 2025

https://github.com/rohan-paul/machinelearning-deeplearning-code-for-my-youtube-channel

The full collection of all codes for my Youtube Channel segregated as per topic.

computer-vision data-science data-science-portfolio datascience deep-learning deep-neural-networks machine-learning machine-learning-algorithms math neural-network python pytorch pytorch-implementation pytorch-tutorial statistics tensorflow tensorflow-examples tensorflow-tutorials tensorflow2 youtube

Last synced: 04 Apr 2025

https://github.com/ashishpatel26/resourcebank_cv_nlp_mlops_2022

This repository offers a goldmine of materials for students of computer vision, natural language processing, and machine learning operations.

computer-vision data-science deep-learning mlops natural-language-processing

Last synced: 05 Apr 2025

https://github.com/nvidia-merlin/dataloader

The merlin dataloader lets you rapidly load tabular data for training deep leaning models with TensorFlow, PyTorch or JAX

deep-learning jax pytorch recommender-systems tensorflow

Last synced: 16 May 2025

https://github.com/michaelzhang-ai/Text2Video

ICASSP 2022: "Text2Video: text-driven talking-head video synthesis with phonetic dictionary".

aigc avatar deep-learning digital-humanities gan generative-ai icassp metaverse speech-synthesis talking talking-face-generation talking-head talking-heads text-to-video tts vid2vid video virtual-humans

Last synced: 10 May 2025

https://github.com/robmarkcole/fire-detection-from-images

Detect fire in images using neural nets

deep-learning fire-dataset fire-detection keras-tensorflow object-detection smoke-detection yolo yolov5

Last synced: 05 Apr 2025

https://github.com/5agado/data-science-learning

Repository of code and resources related to different data science and machine learning topics. For learning, practice and teaching purposes.

data-science deep-learning jupyter-notebook learning-by-doing machine-learning statistics

Last synced: 17 Apr 2025

https://github.com/JusperLee/Dual-Path-RNN-Pytorch

Dual-path RNN: efficient long sequence modeling for time-domain single-channel speech separation implemented by Pytorch

deep-learning pytorch rnn-model speech-separation speech-separation-algorithm

Last synced: 01 Apr 2025

https://github.com/clearml/clearml-server

ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution

ai clearml-agent control deep-learning deeplearning experiment experiment-manager k8s kubernetes machine-learning machinelearning trains-agent version version-control