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: 2026-07-03 00:08:01 UTC
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https://github.com/tum-vision/learn_prox_ops

Implementation of "Learning Proximal Operators: Using Denoising Networks for Regularizing Inverse Imaging Problems"

convolutional-neural-networks deep-learning denoising-networks inverse-problems proximal-operators

Last synced: 14 Jul 2025

https://github.com/dayyass/dayyass

computer-science computer-vision data-science deep-learning machine-learning natural-language-processing python pytorch reinforcement-learning

Last synced: 07 May 2025

https://github.com/wq2012/speakerrecognitionfromscratch

Final project for the Speaker Recognition course on Udemy, 机器之心, 深蓝学院 and 语音之家

attention-mechanism deep-learning librispeech lstm neural-network pytorch speaker-recognition speaker-recognition-systems transformer transformer-models

Last synced: 12 Apr 2025

https://github.com/gaborvecsei/ridurre-network-filter-pruning-keras

Keras model convolutional filter pruning package

deep-learning filter-pruning keras keras-layer machine-learning network pruning python python3 tensorflow

Last synced: 21 Mar 2025

https://github.com/YuchenJin/autolrs

Automatic learning-rate scheduler

automl deep-learning hyperparameter-tuning learning-rate-scheduling machine-learning

Last synced: 14 Jul 2025

https://github.com/ytakzk/coreml-samples

Sample code for Core ML using ResNet50 provided by Apple and a custom model generated by coremltools.

coreml coreml-framework deep-learning ios ios11 ml resnet swift

Last synced: 12 Jun 2025

https://github.com/priyavrat-misra/xrays-and-gradcam

Classification and Gradient-based Localization of Chest Radiographs using PyTorch.

cnn covid-19 deep-learning densenet121 early-stopping fine-tuning gradcam imbalanced-data localization oversampling pneumonia pytorch-implementation radiographs resnet18 transfer-learning vgg16 xrays

Last synced: 14 Apr 2025

https://github.com/upc-virvig/mmvr

Repository for the SCA 2022 paper "Combining Motion Matching and Orientation Prediction to Animate Avatars for Consumer-Grade VR Devices"

avatar deep-learning full-body-tracking human-pose-estimation motion-matching unity unity3d virtual-reality

Last synced: 29 Aug 2025

https://github.com/caiyu6666/DDAD-ASR

[MedIA'2023] Dual-distribution discrepancy with self-supervised refinement for anomaly detection in medical images

anomaly-detection deep-learning pytorch

Last synced: 14 Mar 2025

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

Tensorflow 2 source code for the PI-SAC agent from "Predictive Information Accelerates Learning in RL" (NeurIPS 2020)

deep-learning deep-reinforcement-learning information-theory machine-learning reinforcement-learning robotics vision

Last synced: 23 Jun 2025

https://github.com/sidgan/whats_in_a_question

CVPR'17 Spotlight: What’s in a Question: Using Visual Questions as a Form of Supervision

computer-vision deep-learning deep-neural-networks vqa

Last synced: 26 Aug 2025

https://github.com/maciejczyzewski/batchboost

batchboost is a variation on MixUp that instead of mixing just two images, mixes many images together.

deep-learning machine-learning pytorch

Last synced: 12 Apr 2025

https://github.com/born-ml/born

Production-ready ML framework for Go with zero dependencies. Train and deploy neural networks as single binaries. PyTorch-like API, type-safe tensors, automatic differentiation.

autodiff automatic-differentiation cpu-backend cross-platform deep-learning go golang high-performance machine-learning neural-networks pure-go tensor type-safety

Last synced: 04 Mar 2026

https://github.com/gooofy/zerovox

zero-shot realtime TTS system, fully offline, free and open source

deep-learning hifigan melgan multi-speaker-tts python pytorch speaker-encoder speaker-encodings speech speech-synthesis text-to-speech tts tts-model voice-cloning voice-synthesis

Last synced: 12 Oct 2025

https://github.com/onnx/onnx-r

R Interface to Open Neural Network Exchange (ONNX)

cran deep-learning deep-neural-networks onnx rstats

Last synced: 28 Apr 2025

https://github.com/kundajelab/chromdragonn

Code for the paper "Integrating regulatory DNA sequence and gene expression to predict genome-wide chromatin accessibility across cellular contexts"

chromatin-accessibiity deep-learning epigenetics gene-regulation genomics

Last synced: 27 Jan 2026

https://github.com/joaopaulolndev/my-data-scientist-roadmap

Description about my roadmap to become Data Scientist and Engineer Machine Learning

artificial-intelligence data-science deep-learning machine-learning python python3

Last synced: 23 Apr 2025

https://github.com/mirzaim/cs231n

Note and Assignments for CS231n: Convolutional Neural Networks for Visual Recognition

2021 computer-vision convolutional-neural-networks cs231 cs231n cs231n-assignment deep-learning machine-learning neural-network notes pytorch solutions spring-2021 stanford

Last synced: 27 Apr 2025

https://github.com/rishit-dagli/conformer

An implementation of Conformer: Convolution-augmented Transformer for Speech Recognition, a Transformer Variant in TensorFlow/Keras

artificial-intelligence attention-mechanism conformer convolutional-neural-networks deep-learning keras machine-learning speech-recognition tensorflow transformers

Last synced: 20 Aug 2025

https://github.com/mattdl/continualprototypeevolution

Codebase for Continual Prototype Evolution (CoPE) to attain perpetually representative prototypes for online and non-stationary datastreams. Includes implementation of the Pseudo-Prototypical Proxy (PPP) loss.

computer-vision continual-learning datastreaming deep-learning online-learning prototypes representation-learning

Last synced: 15 Jul 2025

https://github.com/nlpodyssey/goslide

SLIDE (Sub-LInear Deep learning Engine) written in Go

artificial-intelligence deep-learning lsh machine-learning sparse-learning

Last synced: 13 Apr 2025

https://github.com/Mattdl/ContinualPrototypeEvolution

computer-vision continual-learning datastreaming deep-learning online-learning prototypes representation-learning

Last synced: 08 May 2025

https://github.com/glambard/smiles-x

Autonomous characterization of molecular compounds from small datasets without descriptors

cheminformatics deep-learning materials-informatics natural-language-processing

Last synced: 10 Jul 2025

https://github.com/amitrajitbose/cat-v-dog-classifier-pytorch

End To End Deep Learning Project For Classifying Cat vs Dog Images, using PyTorch

api catvsdog-classifier deep-learning densenet-pytorch flask-application pytorch

Last synced: 05 Apr 2025

https://github.com/ajhamdi/AdvPC

AdvPC: Transferable Adversarial Perturbations on 3D Point Clouds (ECCV 2020)

3d adversarial-attacks deep-learning eccv-2020 paper point-clouds pointnet tensorflow

Last synced: 20 Mar 2025

https://github.com/satyajitghana/padhai-course

Repository containing the colab-notebooks of the course i did on deep learning from One-Fourth-Labs

cnn colab-notebooks convolutional-neural-networks course deep-learning deep-neural-networks feedforward-neural-networks from gradient-descent-algorithm guvi network neural one-fourth-labs padhai pytorch scratch

Last synced: 07 Jul 2025

https://github.com/GYXie/visual-search

A toy project for visual search, based on deep learning.

alexnet computer-vision deep-learning tensorflow visual-search

Last synced: 05 Apr 2025

https://github.com/matlab-deep-learning/playing-pong-with-deep-reinforcement-learning

Train a reinforcement learning agent to play a variation of Pong®

ddpg-algorithm deep-learning matlab matlab-deep-learning pong-game reinforcement-learning

Last synced: 28 Jul 2025

https://github.com/adityashrm21/information-theory-deep-learning

Resources and Implementations (PyTorch) for Information Theoretical concepts in Deep Learning

deep-learning deep-neural-networks information-theory neural-networks pytorch

Last synced: 29 Apr 2025

https://github.com/wwu-mmll/deepmriprep

Neural network-based MRI preprocessing: Prep 🧠 images in seconds 🔥

brain-extraction deep-learning mri-brain mri-segmentation neuroimaging python segmentation skull-stripping voxel-based-morphometry

Last synced: 07 Mar 2026

https://github.com/onuralpszr/gfpgan-ncnn-vulkan

[WIP] NCNN with Vulkan implementation of GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration

cpp deep-learning hacktoberfest machine-learning ncnn

Last synced: 31 Jul 2025

https://github.com/truongnv-hut/aicandy_android_objectdetection_vrnthbny

Deploying Android application for object detection

aicandy android-application aritificial-intelligence computer-vision deep-learning deployment machine-learning object-detection

Last synced: 25 Mar 2025

https://github.com/lukashedegaard/co3d

Official source code for "Continual 3D Convolutional Neural Networks for Real-time Processing of Videos" [ECCV2022]

3d-cnn cnn continual-inference convolutional-neural-networks deep-learning human-activity-recognition pytorch

Last synced: 23 Apr 2025

https://github.com/knorth55/chainer-fcis

[This project has moved to ChainerCV] Chainer Implementation of Fully Convolutional Instance-aware Semantic Segmentation

chainer chainercv chainermn computer-vision convolutional-neural-networks deep-learning inference instance-segmentation machine-learning python training

Last synced: 15 Apr 2025

https://github.com/mtg/dcase-models

Python library for rapid prototyping of environmental sound analysis systems

audio-classification audio-tagging deep-learning python sound-event-detection

Last synced: 16 Oct 2025

https://github.com/aatricks/lightdiffusion-next

LightDiffusion SD and Flux refactored. Reassembled to support and be the fastest SD and Flux natively 🚀

ai artificial-intelligence deep-learning diffusion generative-ai gui image-generation img2img inpainting pytorch stable-diffusion text2image torch txt2img

Last synced: 09 May 2026

https://github.com/jcvasquezc/phonet

Keras-based python framework to compute phonological posterior probabilities from audio files

deep-learning deep-neural-networks linguistic-analysis linguistics phonetics speech-processing

Last synced: 14 Jan 2026

https://github.com/qengineering/tensorflow_lite_ssd_rpi_64-bits

TensorFlow Lite SSD on bare Raspberry Pi 4 with 64-bit OS at 24 FPS

aarch64 armv7 armv8 bare-raspberry-pi cpp deep-learning frame-rate high-fps jamesbond lite raspberry-pi-4 ssd-mobilenet tensorflow-examples tensorflow-lite testtensorflow-lite ubuntu ubuntu1804

Last synced: 24 Oct 2025

https://github.com/pyfenn/fenn

Friendly Environment for Neural Networks (fenn) is a simple framework that automates ML/DL workflows by providing prebuilt trainers, templates, logging, configuration management, and much more.

beginner-friendly beginner-project contributions-welcome deep-learning deep-neural-networks good-first-issue machine-learning open-source python

Last synced: 31 Mar 2026

https://github.com/alisonbma/aisfx

Representation Learning for the Automatic Indexing of Sound Effects Libraries (ISMIR 2022): Deep audio embeddings pre-trained on UCS & Non-UCS-compliant datasets.

deep-learning embedding-models machine-learning music-information-retrieval representation-learning sound-effects-library universal-category-system

Last synced: 10 Sep 2025

https://github.com/bdqnghi/ggnn.tensorflow

Tensorflow implementation of Gated Graph Neural Network for Source Code Classification

deep-learning ggnn graph graph-classification program-classification programming-language

Last synced: 27 Mar 2025

https://github.com/sccn/eegdash

A repo documenting EEG-Dash data and its usage

aws aws-s3 data-sharing deep-learning eeg eeg-signals electroencephalography fair-principles machine-learning magnetoencephalography meg nemar neuroinformatics neuroscience open-data openneuro

Last synced: 07 Oct 2025

https://github.com/wglab/deepmod2

DNA 5mC methylation detection from Dorado or Guppy basecalled Oxford Nanopore reads

deep-learning methylation nanopore-sequencing

Last synced: 17 Jan 2026

https://github.com/prakhar-ff13/toxic-comments-classification

Predict the toxicity rating of comment made by the user.

data-analysis data-science data-visualization deep-learning kaggle-competition kaggle-dataset lstm lstm-neural-networks machine-learning natural-language-processing nlp nlp-machine-learning python3

Last synced: 07 May 2025

https://github.com/sakemin/cog-musicgen-chord

Chord conditioning implemented MusicGen

deep-learning deep-neural-networks music-generation music-generation-deep-learning

Last synced: 05 Apr 2025

https://github.com/qiauil/torchfsm

TorchFSM: Fourier Spectral Method with PyTorch

deep-learning differentiable-simulations pde physics-simulation pytorch

Last synced: 16 Jun 2025

https://github.com/rishit-dagli/transformer-in-transformer

An Implementation of Transformer in Transformer in TensorFlow for image classification, attention inside local patches

artificial-intelligence attention-mechanism deep-learning image-classification machine-learning neural-networks sota tensorflow tnt transformer

Last synced: 13 Apr 2025

https://github.com/business-science/modeltime.h2o

Forecasting with H2O AutoML. Use the H2O Automatic Machine Learning algorithm as a backend for Modeltime Time Series Forecasting.

deep-learning forecast forecasting h2o machine-learning modeltime r r-package tidymodels time-series time-series-analysis timeseries

Last synced: 12 Apr 2025

https://github.com/alok/rl_implementations

a2c actor-critic ddpg deep-learning deep-q-learning deep-q-network deep-reinforcement-learning dqn hierarchical-reinforcement-learning lstm machine-learning meta-learning policy-gradient reinforcement-learning reptile

Last synced: 05 May 2025

https://github.com/pier-maker92/bachsformer

A Bach music generator with Artificial Intelligence. This model is made by a VQ-VAE + Transformer (decoder-only). Sequences of midi 1 quarter length are compressed into 16 codebooks via VQ-VAE and a transformer learns how to generate the codebooks sequence to obtain a midi score.

ai-generation bach deep-learning music-ai music-generation-deep-learning transformers vq-vae

Last synced: 11 Jan 2026

https://github.com/ruu3f/freegpt-discord

Discord chatbot and image generator powered by freeGPT. Now with image detection.

ai artificial-intelligence bot chatgpt deep-learning discord freegpt gpt gpt4all gpt4free image image-detection image-processing llama llm machine-learning nlp python

Last synced: 16 Mar 2025

https://github.com/Qengineering/TensorFlow_Lite_SSD_RPi_64-bits

TensorFlow Lite SSD on bare Raspberry Pi 4 with 64-bit OS at 24 FPS

aarch64 armv7 armv8 bare-raspberry-pi cpp deep-learning frame-rate high-fps jamesbond lite raspberry-pi-4 ssd-mobilenet tensorflow-examples tensorflow-lite testtensorflow-lite ubuntu ubuntu1804

Last synced: 17 Apr 2025

https://github.com/benbaarber/rl

A rust reinforcement learning library

burn deep-learning machine-learning ml reinforcement-learning rl rust

Last synced: 25 Dec 2025

https://github.com/evgenii-nikishin/omd

JAX code for the paper "Control-Oriented Model-Based Reinforcement Learning with Implicit Differentiation"

automatic-differentiation deep-learning deep-reinforcement-learning dm-haiku dqn flax gym haiku jax machine-learning model-based-reinforcement-learning model-based-rl reinforcement-learning sac soft-actor-critic

Last synced: 13 Aug 2025

https://github.com/izhx/tc-youkuvsre

天池2019阿里巴巴优酷视频增强和超分辨率挑战赛自用代码，EDVR、WDSR、ESRGAN三个模型。

computer-vision deep-learning python pytorch single-image-super-resolution super-resolution tianchi video-super-resolution

Last synced: 06 Oct 2025

https://github.com/mlr-org/mlr3torch

Deep learning framework for the mlr3 ecosystem based on torch

data-science deep-learning machine-learning mlr3 r r-package torch

Last synced: 31 Mar 2025

https://github.com/mikelkou/fava

Functional Associations using Variational Autoencoders

co-expression deep-learning networks networks-biology proteomics single-cells

Last synced: 12 Mar 2026

https://github.com/alexsosn/convnetswift

Swift port of ConvnetJS. [Work in progress]

convnetjs convolutional-neural-networks deep-learning deep-q-network deep-reinforcement-learning machine-learning swift-port

Last synced: 15 Jun 2025

https://github.com/dilyabareeva/quanda

A toolkit for quantitative evaluation of data attribution methods.

computer-vision data-attribution deep-learning explainable-ai interpretability machine-learning

Last synced: 09 Apr 2025

https://github.com/muratali016/yolov7-license-plate-recognition-program

artificial-intelligence deep-learning machine-learning yolov7

Last synced: 01 Mar 2026

https://business-science.github.io/modeltime.h2o/

Forecasting with H2O AutoML. Use the H2O Automatic Machine Learning algorithm as a backend for Modeltime Time Series Forecasting.

deep-learning forecast forecasting h2o machine-learning modeltime r r-package tidymodels time-series time-series-analysis timeseries

Last synced: 13 May 2025

https://github.com/ristoale97/centered-kernel-alignment

CKA (Centered Kernel Alignment) implemented in PyTorch

deep-learning neural-networks representation-similarity

Last synced: 14 Dec 2025

https://github.com/marrlab/instantdl

InstantDL: An easy and convenient deep learning pipeline for image segmentation and classification

classification deep-learning docker gpu image-segmentation instance-segmentation pixel-wise-regression regression semantic-segmentation

Last synced: 20 Mar 2025

https://github.com/chiehpower/Setup-deeplearning-tools

Set up CI in DL/ cuda/ cudnn/ TensorRT/ onnx2trt/ onnxruntime/ onnxsim/ Pytorch/ Triton-Inference-Server/ Bazel/ Tesseract/ PaddleOCR/ NVIDIA-docker/ minIO/ Supervisord on AGX or PC from scratch.

agx ci cuda cudnn deep-learning docker installation minio nvidia onnx-simplifier onnx2trt onnxruntime paddleocr pytorch supervisord tensorrt tensorrt-inference-server tesseract-ocr triton-inference-server triton-server

Last synced: 20 Mar 2025

https://github.com/ColorfulSoft/StyleTransfer-Colorization-SuperResolution

Demonstration implementations of neural network image processing algorithms

deep-learning image-colorization image-super-resolution neural-style-transfer style-transfer

Last synced: 07 May 2025

https://github.com/fepegar/vesseg

Brain vessel segmentation using 3D convolutional neural networks

brain-vessel-segmentation cnn convolutional-neural-networks deep-learning segmentation

Last synced: 25 Feb 2025

https://github.com/whyboris/ml-with-python-and-keras

Based off Deep Learning with Python by François Chollet

deep-learning keras machine-learning neural-networks python python3

Last synced: 30 Apr 2025

https://github.com/jingangdidi/voice_clone

An OpenVoice-based voice cloning tool, single executable file (~14M), supporting multiple formats without dependencies on ffmpeg, Python, PyTorch, ONNX. 基于OpenVoice的声音克隆工具，免安装的单个可执行文件（~14M），支持多种格式，不依赖ffmpeg、python、pytorch、onnx

audio-processing deep-learning voice-cloning voice-conversion

Last synced: 30 Jun 2026

https://github.com/matlab-deep-learning/Pretrained-YOLOv8-Network-For-Object-Detection

YOLO v8 training and inference in MATLAB for Object Detection with yolov8n, yolov8s, yolov8m, yolov8l, yolov8x, networks

computer-vision deep-learning image-processing matlab matlab-deep-learning object-detection pretrained-models yolo yolov8

Last synced: 12 May 2025

https://github.com/epic-kitchens/epic-kitchens-55-starter-kit-action-recognition

:seedling: Starter kit for working with the EPIC-KITCHENS-55 dataset for action recognition or anticipation

action-recogntion deep-learning epic-kitchens gulpio jupyter notebook pandas video-dataset

Last synced: 19 Jul 2025

https://github.com/pfnet-research/chainer-segnet

SegNet implementation & experiments in Chainer

chainer computer-vision deep-learning segnet semantic-segmentation

Last synced: 13 Apr 2025

https://github.com/elijahcole/sinr

Spatial Implicit Neural Representations for Global-Scale Species Mapping - ICML 2023

deep-learning geospatial implicit-neural-representation representation-learning species-distribution-modeling

Last synced: 22 Aug 2025

https://github.com/vinesmsuic/white-box-cartoonization-pytorch

PyTorch implementation of “Learning to Cartoonize Using White-box Cartoon Representations” (CVPR 2020). Now with gradio demo

artificial-intelligence deep-learning pytorch

Last synced: 22 Apr 2025

https://github.com/robbepop/prophet

A simple neural net implementation.

deep-learning learning network neural prophet rust

Last synced: 25 Mar 2025

https://github.com/datacanvasio/cooka

A lightweight and visual AutoML system

automated-feature-engineering automated-machine-learning automl data-science deep-learning hyperparameter-optimization machine-learning neural-network

Last synced: 16 Aug 2025

https://github.com/danielzuegner/robust-gcn

Implementation of the paper "Certifiable Robustness and Robust Training for Graph Convolutional Networks".

adversarial-robust deep-learning graph-neural-networks robustness

Last synced: 27 Oct 2025

https://github.com/kempnerinstitute/overcomplete

👋 Overcomplete is a Vision-based SAE Toolbox

computer-vision deep-learning interpretability

Last synced: 04 Apr 2025

https://github.com/kaanakan/stretchbev

Official implementation of our ECCV paper "StretchBEV: Stretching Future Instance Prediction Spatially and Temporally"

autonomous-driving autonomous-vehicles deep-learning eccv2022 future-prediction generative-models instance-segmentation latent-variable-models pytorch segmentation state-space-models stochastic vae

Last synced: 20 Mar 2025

https://github.com/younes-charfaoui/feature-selection-techniques

Python code source for features selection 👨‍🔬 series on medium website. 📰

autoencoder data-science deep-learning embedded-methods feature-engineering feature-selection filter-methods jupyter-notebook machine-learning machinelearning-python pandas python series sklearn wrapper-methods

Last synced: 20 Mar 2025

https://github.com/merantix-momentum/squirrel-datasets-core

Squirrel dataset hub

ai cloud-computing collaboration computer-vision cv data-ingestion data-mesh data-science dataops datasets deep-learning distributed machine-learning ml natural-language-processing npl python pytorch tensorflow

Last synced: 05 Apr 2025

https://github.com/pg2455/hybrid-learn2branch

Hybrid Models for Learning to Branch (NeurIPS 2020)

deep-learning discrete-optimization graph-neural-networks neurips-2020

Last synced: 07 Apr 2025

https://github.com/neulab/extreme-adaptation-for-personalized-translation

Code for the paper "Extreme Adaptation for Personalized Neural Machine Translation"

deep-learning dynet machine-translation

Last synced: 13 Apr 2025

https://github.com/martolen1/data-science

Comprehensive repository of Data Science projects spanning Machine Learning, Deep Learning, and Natural Language Processing. Demonstrates practical applications of algorithms and tools on real-world datasets.

cnn-model data-analysis data-science data-visualization deep-learning gans-models keras machine-learning-algorithms natural-language-processing python3 rnn-lstm scikit-learn tensorflow transfer-learning transformers