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/neuraxio/neuraxle

The world's cleanest AutoML library ✨ - Do hyperparameter tuning with the right pipeline abstractions to write clean deep learning production pipelines. Let your pipeline steps have hyperparameter spaces. Design steps in your pipeline like components. Compatible with Scikit-Learn, TensorFlow, and most other libraries, frameworks and MLOps environments.

deep-learning framework hyperparameter-optimization hyperparameter-search hyperparameter-tuning hyperparameters machine-learning neuraxle parallel pipeline pipeline-framework python-library scikit-learn

Last synced: 07 Oct 2025

https://github.com/xboot/libonnx

A lightweight, portable pure C99 onnx inference engine for embedded devices with hardware acceleration support.

ai baremetal c dedeep-neural-networks deep-learning embedded embedded-systems hardware-acceleration inference library lightweight machine-learning neural-network onnx portable

Last synced: 15 May 2025

https://github.com/sotelo/parrot

RNN-based generative models for speech.

blocks deep-learning recurrent-neural-networks speech-synthesis theano

Last synced: 14 Sep 2025

https://github.com/mikoto10032/automaticweightedloss

Multi-task learning using uncertainty to weigh losses for scene geometry and semantics, Auxiliary Tasks in Multi-task Learning

auxiliary-tasks deep-learning multi-task multi-task-learning pytorch weigh-losses

Last synced: 05 Apr 2025

https://github.com/Neuraxio/Neuraxle

Last synced: 05 Apr 2025

https://github.com/cvg/gluestick

Joint Deep Matcher for Points and Lines 🖼️💥🖼️ (ICCV 2023)

computer-vision deep-learning graph-neural-networks image-matching local-features machine-learning torch

Last synced: 15 May 2025

https://github.com/OndrejTexler/Few-Shot-Patch-Based-Training

The official implementation of our SIGGRAPH 2020 paper Interactive Video Stylization Using Few-Shot Patch-Based Training

deep-learning gan generative-adversarial-network image-generation image-to-image-translation pytorch style-transfer

Last synced: 08 May 2025

https://github.com/tusimple/tusimple-duc

Understanding Convolution for Semantic Segmentation

cityscapes convolution deep-learning deep-neural-networks mxnet python semantic-segmentation

Last synced: 05 Apr 2025

https://github.com/NVlabs/FB-BEV

Official PyTorch implementation of FB-BEV & FB-OCC - Forward-backward view transformation for vision-centric autonomous driving perception

3d-object-detection 3d-occupancy-prediction 3d-perception autonomous-driving bev-perception deep-learning nuscenes scene-understanding

Last synced: 20 Mar 2025

https://github.com/richardaecn/class-balanced-loss

Class-Balanced Loss Based on Effective Number of Samples. CVPR 2019

cloud-tpu computer-vision cvpr cvpr2019 deep-learning fine-grained fine-grained-classification fine-grained-visual-categorization imagenet inaturalist tensorflow

Last synced: 20 Oct 2025

https://github.com/IBM/terratorch

A Python toolkit for fine-tuning Geospatial Foundation Models (GFMs).

ai4good ai4science computer-vision deep-learning earth-observation foundation-models geospatial weather-models

Last synced: 14 Oct 2025

https://github.com/cfzd/Ultra-Fast-Lane-Detection-v2

Ultra Fast Deep Lane Detection With Hybrid Anchor Driven Ordinal Classification (TPAMI 2022)

deep-learning lane-detection pytorch

Last synced: 26 Apr 2025

https://github.com/archsyscall/deeprl-tensorflow2

🐋 Simple implementations of various popular Deep Reinforcement Learning algorithms using TensorFlow2

a2c a3c ddpg deep-learning deep-reinforcement-learning double-dqn dqn dueling-dqn machine-learning ppo rainbow-dqn reinforce reinforcement-learning sac tensorflow tensorflow2 trpo

Last synced: 05 Apr 2025

https://github.com/signatrix/efficientdet

(Pretrained weights provided) EfficientDet: Scalable and Efficient Object Detection implementation by Signatrix GmbH

coco-dataset deep-learning efficientdet efficientnet neural-network object-detection pytorch

Last synced: 19 Jul 2025

https://github.com/gotonote/Autopilot-Notes

自动驾驶笔记，以解析各模块知识点、整合行业优秀解决方案进行阐述，以帮助自己及有需要的读者；包含深度学习、deeplearning、无人驾驶、BEV、Transformer、ADAS、CVPR、特斯拉AI DAY、大模型、chatgpt等内容.

algorithms autopilot bev chatgpt deep-learning self-driving-car transformer tutorial

Last synced: 10 Sep 2025

https://github.com/martin-danelljan/ECO

Matlab implementation of the ECO tracker.

deep-learning real-time tracking visual-tracking

Last synced: 20 Mar 2025

https://github.com/capsize-games/airunner

Privacy focused, local-first, multi-modal inference engine and agent platform for running LLMs, image generation, speech processing, and tool-based automation

ai ai-art art asset-generator chatbot deep-learning desktop-app image-generation mistral multimodal privacy pygame pyside6 python self-hosted speech-to-text stable-diffusion text-to-image text-to-speech text-to-speech-app

Last synced: 12 Dec 2025

https://github.com/yuxumin/PoinTr

[ICCV 2021 Oral] PoinTr: Diverse Point Cloud Completion with Geometry-Aware Transformers

3dvision computer-vision deep-learning iccv2021 pointcloud-completion vision-transformers

Last synced: 20 Mar 2025

https://github.com/archsyscall/DeepRL-TensorFlow2

🐋 Simple implementations of various popular Deep Reinforcement Learning algorithms using TensorFlow2

a2c a3c ddpg deep-learning deep-reinforcement-learning double-dqn dqn dueling-dqn machine-learning ppo rainbow-dqn reinforce reinforcement-learning sac tensorflow tensorflow2 trpo

Last synced: 15 Oct 2025

https://github.com/run-ai/genv

GPU environment and cluster management with LLM support

bash container-runtime containers data-science deep-learning docker gpu gpus jupyter-notebook jupyterlab-extension k8s kubernetes llm-inference llms nvidia-gpu ollama ray vscode vscode-extension zsh

Last synced: 16 May 2025

https://github.com/instadeepai/nucleotide-transformer

🧬 Nucleotide Transformer: Building and Evaluating Robust Foundation Models for Human Genomics

deep-learning dna genomics language-model nucleotide transformer

Last synced: 03 Nov 2025

https://github.com/lucidrains/magvit2-pytorch

Implementation of MagViT2 Tokenizer in Pytorch

artificial-intelligence attention-mechanisms deep-learning finite-scalar-quantization transformers video-generation

Last synced: 14 May 2025

https://github.com/TuSimple/TuSimple-DUC

Understanding Convolution for Semantic Segmentation

cityscapes convolution deep-learning deep-neural-networks mxnet python semantic-segmentation

Last synced: 17 Apr 2025

https://github.com/lava-nc/lava

A Software Framework for Neuromorphic Computing

deep-learning neural-networks neuromorphic neuromorphic-computing neuroscience python

Last synced: 14 May 2025

https://github.com/diffsharp/diffsharp

DiffSharp: Differentiable Functional Programming

autodiff deep-learning dotnet gpu machine-learning neural-network tensor

Last synced: 24 Jul 2025

https://github.com/emidan19/deep-tempest

Restoration for TEMPEST images using deep-learning

deep-learning gnu-radio image-restoration pytorch sdr tempest

Last synced: 21 Jul 2025

https://github.com/richzhang/colorization-pytorch

PyTorch reimplementation of Interactive Deep Colorization

computer-graphics computer-vision convolutional-neural-networks deep-learning image-colorization pytorch siggraph

Last synced: 04 Apr 2025

https://github.com/RizwanMunawar/yolov7-object-tracking

YOLOv7 Object Tracking Using PyTorch, OpenCV and Sort Tracking

computer-vision deep-learning object-detection opencv-python tracking-algorithm yolov7

Last synced: 21 Apr 2025

https://github.com/cbfinn/gps

Guided Policy Search

deep-learning deep-reinforcement-learning reinforcement-learning reinforcement-learning-algorithms robotics

Last synced: 09 Oct 2025

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

Transformers for Longer Sequences

bert deep-learning longer-sequences nlp transformer

Last synced: 04 Apr 2025

https://github.com/rizwanmunawar/yolov7-object-tracking

YOLOv7 Object Tracking Using PyTorch, OpenCV and Sort Tracking

computer-vision deep-learning object-detection opencv-python tracking-algorithm yolov7

Last synced: 15 May 2025

https://github.com/sktime/sktime-dl

DEPRECATED, now in sktime - companion package for deep learning based on TensorFlow

deep-learning longitudinal-data machine-learning neural-networks panel-data scikit-learn time-series time-series-classification time-series-forecasting time-series-regression

Last synced: 13 Apr 2025

https://github.com/greyhatguy007/mathematics-for-machine-learning-and-data-science-specialization-coursera

Mathematics for Machine Learning and Data Science Specialization - Coursera - deeplearning.ai - solutions and notes

calculus coursera coursera-assignment coursera-data-science coursera-machine-learning coursera-mathematics coursera-specialization deep-learning deeplearning-ai gradient linear-algebra machine-learning math4ml matrices probability python statistics

Last synced: 04 Apr 2025

https://github.com/Malllabiisc/CompGCN

ICLR 2020: Composition-Based Multi-Relational Graph Convolutional Networks

deep-learning graph-convolutional-networks graph-representation-learning iclr2020 link-prediction pytorch relation-embeddings

Last synced: 21 Jul 2025

https://github.com/sebastian-hofstaetter/teaching

Open-Source Information Retrieval Courses @ TU Wien

course deep-learning dpr education information-retrieval neural-ir remote-teaching search-engine teaching

Last synced: 29 Apr 2025

https://github.com/kamenbliznashki/normalizing_flows

Pytorch implementations of density estimation algorithms: BNAF, Glow, MAF, RealNVP, planar flows

deep-learning density-estmation normalizing-flows probability

Last synced: 13 Mar 2025

https://github.com/ikostrikov/jaxrl

JAX (Flax) implementation of algorithms for Deep Reinforcement Learning with continuous action spaces.

batch-reinforcement-learning behavioral-cloning continuous-control deep-deterministic-policy-gradient deep-learning deep-reinforcement-learning flax gym jax offline-reinforcement-learning reinforcement-learning sac soft-actor-critic

Last synced: 04 Apr 2025

https://github.com/qinzheng93/GeoTransformer

[CVPR2022] Geometric Transformer for Fast and Robust Point Cloud Registration

attention-mechanism computer-vision deep-learning neural-network point-cloud point-cloud-registration pytorch registration transformer

Last synced: 20 Mar 2025

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

Train robotic agents to learn pick and place with deep learning for vision-based manipulation in PyBullet. Transporter Nets, CoRL 2020.

artificial-intelligence computer-vision deep-learning imitation-learning manipulation openai-gym pick-and-place pybullet rearrangement reinforcement-learning robotics tensorflow transporter-nets vision

Last synced: 16 May 2025

https://github.com/lucidrains/point-transformer-pytorch

Implementation of the Point Transformer layer, in Pytorch

artificial-intelligence attention-mechanism deep-learning point-cloud

Last synced: 13 Apr 2025

https://github.com/Natooz/MidiTok

MIDI / symbolic music tokenizers for Deep Learning models 🎶

deep-learning generative-model machine-learning midi music music-generation music-information-retrieval

Last synced: 02 Apr 2025

https://github.com/castorini/hedwig

PyTorch deep learning models for document classification

deep-learning document-classification pytorch

Last synced: 04 Apr 2025

https://github.com/neutone/neutone_sdk

Join the community on Discord for more discussions around Neutone! https://discord.gg/VHSMzb8Wqp

ai audio audio-plugin deep-learning machine-learning music python pytorch realtime-audio sdk vst

Last synced: 01 Mar 2026

https://github.com/tomas-gajarsky/facetorch

Python library for analysing faces using PyTorch

3d-face-alignment computer-vision conda-forge deep-learning deepfake-detection docker-compose face-detection face-verification facial-action-units facial-detection facial-expression-recognition facial-landmarks facial-landmarks-detection image-analysis machine-learning neural-networks pypi-package pytorch torchscript torchvision

Last synced: 14 Apr 2026

https://github.com/G-U-N/AnimateLCM

[SIGGRAPH ASIA 2024 TCS] AnimateLCM: Computation-Efficient Personalized Style Video Generation without Personalized Video Data

animatelcm consistency-models deep-learning fast-sampling video video-generation

Last synced: 28 Mar 2025

https://github.com/timbmg/sentence-vae

PyTorch Re-Implementation of "Generating Sentences from a Continuous Space" by Bowman et al 2015 https://arxiv.org/abs/1511.06349

deep-learning generative-model neural-network nlp ptb pytorch vae

Last synced: 15 May 2025

https://github.com/fluxml/fastai.jl

Repository of best practices for deep learning in Julia, inspired by fastai

deep-learning fastai julia

Last synced: 15 May 2025

https://github.com/miyosuda/async_deep_reinforce

Asynchronous Methods for Deep Reinforcement Learning

a3c deep-learning reinforcement-learning tensorflow

Last synced: 06 Apr 2026

https://github.com/stefanopini/simple-hrnet

Multi-person Human Pose Estimation with HRNet in Pytorch

coco-dataset computer-vision deep-learning hrnet human-pose-estimation keypoint-detection machine-learning pytorch yolov3

Last synced: 05 Apr 2025

https://github.com/benedekrozemberczki/graphwaveletneuralnetwork

A PyTorch implementation of "Graph Wavelet Neural Network" (ICLR 2019)

convolutional-neural-networks deep-learning deepwalk gcn gpt2 gpt3 graph-convolution graph-convolutional-network graph-neural-networks graph-representation graphsage gwnn iclr machine-learning node2vec pytorch research sklearn tensorflow transformer

Last synced: 05 Apr 2025

https://github.com/azure/ms-amp

Microsoft Automatic Mixed Precision Library

amp deep-learning fp8 gpu mixed-precision pytorch transformer

Last synced: 07 Apr 2025

https://github.com/AviSoori1x/makeMoE

From scratch implementation of a sparse mixture of experts language model inspired by Andrej Karpathy's makemore :)

deep-learning large-language-models llm mixture-of-experts neural-networks pytorch pytorch-implementation

Last synced: 04 Apr 2025

https://github.com/ai-techsystems/deepc

vendor independent TinyML deep learning library, compiler and inference framework microcomputers and micro-controllers

arduino arduino-nano-33-ble-sense arm64 deep-learning edge-devices esp32 esp8266 inference-framework machine-learning microcontrollers nxp-cortex odroid onnx raspberry-pi raspberrypi sparkfun-products stm32 stm32f4 tinyml

Last synced: 04 Apr 2025

https://github.com/FluxML/FastAI.jl

Repository of best practices for deep learning in Julia, inspired by fastai

deep-learning fastai julia

Last synced: 15 Mar 2025

https://github.com/DiffSharp/DiffSharp

DiffSharp: Differentiable Functional Programming

autodiff deep-learning dotnet gpu machine-learning neural-network tensor

Last synced: 20 Apr 2025

https://diffsharp.github.io/DiffSharp/

DiffSharp: Differentiable Functional Programming

autodiff deep-learning dotnet gpu machine-learning neural-network tensor

Last synced: 02 Apr 2025

https://github.com/mishalaskin/curl

CURL: Contrastive Unsupervised Representation Learning for Sample-Efficient Reinforcement Learning

contrastive-learning contrastive-loss contrastive-predictive-coding curl deep-learning deep-learning-algorithms deep-neural-networks deep-q-learning deep-q-network deep-reinforcement-learning deep-rl deeplearning deeplearning-ai gpu model-free-rl off-policy reinforcement-agents reinforcement-learning reinforcement-learning-algorithms sac

Last synced: 05 Apr 2025

https://github.com/nikhilk/node-tensorflow

Node.js + TensorFlow

deep-learning javascript machine-learning node-tensorflow nodejs npm-package tensorflow

Last synced: 12 Apr 2025

https://github.com/ai-techsystems/deepC

vendor independent TinyML deep learning library, compiler and inference framework microcomputers and micro-controllers

Last synced: 05 May 2025

https://github.com/zhang17173/Event-Extraction

基于法律裁判文书的事件抽取及其应用，包括数据的分词、词性标注、命名实体识别、事件要素抽取和判决结果预测等内容

cnn-classification deep-learning event-extraction judgment nlp word2vec

Last synced: 17 Jul 2025

https://github.com/mit-han-lab/spvnas

[ECCV 2020] Searching Efficient 3D Architectures with Sparse Point-Voxel Convolution

3d-deep-learning architecture-search computer-vision deep-learning efficiency lidar point-cloud pytorch semantickitti

Last synced: 20 Mar 2025

https://github.com/openbmb/bminf

Efficient Inference for Big Models

deep-learning gpu pretrained-language-models

Last synced: 07 Oct 2025

https://github.com/AlaaLab/deep-learning-uncertainty

Literature survey, paper reviews, experimental setups and a collection of implementations for baselines methods for predictive uncertainty estimation in deep learning models.

deep-learning deep-neural-networks prediction-uncertainty uncertainty-estimation uncertainty-quantification

Last synced: 14 Mar 2025

https://github.com/mathLab/PINA

Physics-Informed Neural networks for Advanced modeling

deep-learning differential-equations equation-learning hacktoberfest lightining machine-learning modeling neural-networks neural-operators ode pde physics-informed physics-informed-neural-networks pinn python pytorch pytorch-lightning torch-geometric

Last synced: 03 Nov 2025

https://github.com/MycroftAI/mimic2

Text to Speech engine based on the Tacotron architecture, initially implemented by Keith Ito.

deep-learning machine-learning neural-network speech-synthesis tacotron

Last synced: 09 May 2025

https://github.com/cvg/geocalib

GeoCalib: Learning Single-image Calibration with Geometric Optimization (ECCV 2024)

camera-calibration deep-learning optimization

Last synced: 15 May 2025

https://github.com/jordicorbilla/stock-prediction-deep-neural-learning

Predicting stock prices using a TensorFlow LSTM (long short-term memory) neural network for times series forecasting

crypto cryptocurrency deep-learning deep-neural-networks finance jupyter-notebook lstm lstm-model lstm-neural-networks machine-learning market-data recurrent-neural-networks stock stock-prediction stock-prices time-series yfinance

Last synced: 15 May 2025

https://github.com/xavierpuigf/virtualhome

API to run VirtualHome, a Multi-Agent Household Simulator

computer-vision deep-learning graph multi-agent reinforcement-learning simulator unity

Last synced: 14 Jan 2026

https://github.com/Mostafa-Samir/DNC-tensorflow

A TensorFlow implementation of DeepMind's Differential Neural Computers (DNC)

deep-learning implementation paper research tensorflow

Last synced: 19 Jul 2025

https://github.com/understandable-machine-intelligence-lab/quantus

Quantus is an eXplainable AI toolkit for responsible evaluation of neural network explanations

deep-learning explainable-ai interpretability machine-learning pytorch quantification-evaluation-methods reproducibility tensorflow xai

Last synced: 14 May 2025

https://github.com/timbmg/vae-cvae-mnist

Variational Autoencoder and Conditional Variational Autoencoder on MNIST in PyTorch

cvae deep-learning latent-variable-models mnist pytorch vae variational-autoencoder

Last synced: 04 Apr 2025

https://github.com/spring-media/ForwardTacotron

⏩ Generating speech in a single forward pass without any attention!

axelspringerai deep-learning forwardtacotron python pytorch tacotron text-to-speech tts

Last synced: 03 Apr 2025

https://github.com/metaopt/torchopt

TorchOpt is an efficient library for differentiable optimization built upon PyTorch.

automatic-differentiation bilevel-optimization deep-learning differentiable-optimization differentiable-programming functional-programming implicit-differentiation meta-learning meta-reinforcement-learning meta-rl optimization optimizer pytorch

Last synced: 13 Apr 2025

https://github.com/DeepRegNet/DeepReg

Medical image registration using deep learning

convolutional-neural-networks deep-learning deep-neural-networks deepreg image-fusion image-registration medical-image-registration neural-network tensorflow2

Last synced: 02 Apr 2025

https://github.com/ashishpatel26/365-Days-Computer-Vision-Learning-Linkedin-Post

365 Days Computer Vision Learning Linkedin Post

computer-vision cvpr cvpr2018 cvpr2019 cvpr2020 deep-learning eccv eccv-2018 eccv2019 eccv2020 iclr iclr2018 iclr2019 iclr2020 iclr2021 jmlr linkedin

Last synced: 19 Jul 2025

https://github.com/mv-lab/swin2sr

[ECCV] Swin2SR: SwinV2 Transformer for Compressed Image Super-Resolution and Restoration. Advances in Image Manipulation (AIM) workshop ECCV 2022. Try it out! over 3.3M runs https://replicate.com/mv-lab/swin2sr

compression compression-artifact-reduction computer-vision deblocking deep-learning denoising eccv2022 image-denoising image-processing image-restoration image-sr image-super-resolution jpeg low-level-vision ntire super-resolution swin2sr swinir transformer vision-transformer

Last synced: 07 Apr 2025

https://github.com/NVIDIA/Dataset_Synthesizer

NVIDIA Deep learning Dataset Synthesizer (NDDS)

computer-vision deep-learning domain-randomization object-detection pose-estimation synthetic-dataset-generation

Last synced: 15 Mar 2025

https://github.com/xingangpan/gan2shape

Code for GAN2Shape (ICLR2021 oral)

3d-reconstruction deep-learning gan generative-adversarial-network inverse-graphics

Last synced: 10 Oct 2025

https://github.com/evilpsycho/deep-time-series-prediction

Seq2Seq, Bert, Transformer, WaveNet for time series prediction.

attention bert deep-learning kaggle lstm pytorch regression seq2seq series-prediction time-series-forecasting toturial wavenet

Last synced: 04 Apr 2025

https://github.com/nvidia/dataset_synthesizer

NVIDIA Deep learning Dataset Synthesizer (NDDS)

computer-vision deep-learning domain-randomization object-detection pose-estimation synthetic-dataset-generation

Last synced: 05 Apr 2025

https://github.com/EvilPsyCHo/Deep-Time-Series-Prediction

Seq2Seq, Bert, Transformer, WaveNet for time series prediction.

attention bert deep-learning kaggle lstm pytorch regression seq2seq series-prediction time-series-forecasting toturial wavenet

Last synced: 21 Jul 2025

https://github.com/freud14/poutyne

A simplified framework and utilities for PyTorch

data-science deep-learning keras machine-learning neural-network python pytorch

Last synced: 22 Jun 2026

https://github.com/virajmavani/semi-auto-image-annotation-tool

Anno-Mage: A Semi Automatic Image Annotation Tool which helps you in annotating images by suggesting you annotations for 80 object classes using a pre-trained model

automation deep-learning hackoctoberfest hacktoberfest2020 image-annotation image-labeling keras tensorflow