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GitHub / matlab-deep-learning 23 Repositories

Deep learning resources, including pretrained neural network models.

matlab-deep-learning/Hamiltonian-Neural-Network

Language: MATLAB - Size: 104 KB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 13 - Forks: 1

matlab-deep-learning/SciML-and-Physics-Informed-Machine-Learning-Examples

This repository collates a number of MATLAB examples demonstrating Scientific Machine Learning (SciML) and Physics Informed Machine Learning.

Language: MATLAB - Size: 180 MB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 79 - Forks: 24

matlab-deep-learning/MATLAB-Deep-Learning-Model-Hub

Discover pretrained models for deep learning in MATLAB

Language: MATLAB - Size: 17.5 MB - Last synced at: 10 days ago - Pushed at: 10 months ago - Stars: 520 - Forks: 117

matlab-deep-learning/reinforcement_learning_financial_trading

MATLAB example on how to use Reinforcement Learning for developing a financial trading model

Language: MATLAB - Size: 5.42 MB - Last synced at: 16 days ago - Pushed at: over 1 year ago - Stars: 169 - Forks: 46

matlab-deep-learning/Inverse-Problems-using-Physics-Informed-Neural-Networks-PINNs

Language: MATLAB - Size: 592 KB - Last synced at: 25 days ago - Pushed at: over 1 year ago - Stars: 75 - Forks: 9

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

Language: MATLAB - Size: 11.6 MB - Last synced at: 21 days ago - Pushed at: 21 days ago - Stars: 45 - Forks: 7

matlab-deep-learning/Industrial-Machinery-Anomaly-Detection

Extract features and detect anomalies in industrial machinery vibration data using a biLSTM autoencoder

Language: MATLAB - Size: 192 MB - Last synced at: 5 days ago - Pushed at: almost 4 years ago - Stars: 48 - Forks: 19

matlab-deep-learning/Pretrained-Yolov9-Network-For-Object-Detection

YOLO v9 inference in MATLAB for Object Detection with yolov9t, yolov9s, yolov9m, yolov9c and yolov9e networks

Language: MATLAB - Size: 181 MB - Last synced at: 20 days ago - Pushed at: 11 months ago - Stars: 9 - Forks: 0

matlab-deep-learning/transformer-models

Deep Learning Transformer models in MATLAB

Language: MATLAB - Size: 158 KB - Last synced at: about 2 months ago - Pushed at: almost 2 years ago - Stars: 219 - Forks: 61

matlab-deep-learning/llms-with-matlab

Connect MATLAB to LLM APIs, including OpenAI® Chat Completions, Azure® OpenAI Services, and Ollama™

Language: MATLAB - Size: 81.4 MB - Last synced at: about 2 months ago - Pushed at: 3 months ago - Stars: 161 - Forks: 36

matlab-deep-learning/artistic-style-transfer

Artistic fast style transfer with a webcam

Language: MATLAB - Size: 18.9 MB - Last synced at: 21 days ago - Pushed at: 2 months ago - Stars: 6 - Forks: 1

matlab-deep-learning/COVID19-Face-Mask-Detection-using-deep-learning

The entire workflow of developing deep learning model for detecting face mask.

Language: MATLAB - Size: 164 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 30 - Forks: 29

matlab-deep-learning/Object-Detection-Using-YOLO-v2-Deep-Learning

MATLAB example of deep learning based object detection using Yolo v2 with ResNet50 Base Network

Language: Cuda - Size: 410 MB - Last synced at: 2 months ago - Pushed at: almost 5 years ago - Stars: 37 - Forks: 13

matlab-deep-learning/Quantized-Deep-Neural-Network-on-Jetson-AGX-Xavier

How to create, train and quantize network, then integrate it into pre/post image processing and generate CUDA C++ code for targeting Jetson AGX Xavier

Language: MATLAB - Size: 10.4 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 11 - Forks: 2

matlab-deep-learning/constrained-deep-learning

Constrained deep learning is an advanced approach to training deep neural networks by incorporating domain-specific constraints into the learning process.

Language: MATLAB - Size: 14.9 MB - Last synced at: about 1 month ago - Pushed at: 3 months ago - Stars: 53 - Forks: 3

matlab-deep-learning/Abnormal-EEG-Signal-Classification-Using-CNNs

This example shows how to build and train a convolutional neural network (CNN) from scratch to perform a classification task with an EEG dataset.

Language: MATLAB - Size: 1.87 MB - Last synced at: 2 months ago - Pushed at: over 2 years ago - Stars: 52 - Forks: 6

matlab-deep-learning/stride-measurement-of-runner

This sample script is to measure the stride of a runner in video by using pretrained deep learning model and simple signal processing.

Language: MATLAB - Size: 18.8 MB - Last synced at: 2 months ago - Pushed at: over 4 years ago - Stars: 8 - Forks: 1

matlab-deep-learning/Animated-Adaptive-Linear-Neuron

Animating how Adaline classification works by minimizing cost. Showing comparison of three kinds of gradient descent.

Language: MATLAB - Size: 2.3 MB - Last synced at: about 1 month ago - Pushed at: about 2 years ago - Stars: 1 - Forks: 0

matlab-deep-learning/mtcnn-face-detection

Face detection and alignment using deep learning

Language: HTML - Size: 4.55 MB - Last synced at: 2 months ago - Pushed at: about 4 years ago - Stars: 27 - Forks: 18

matlab-deep-learning/pretrained-yolo-v4

Object detection and transfer learning using pretrained YOLO v4 models in MATLAB.

Language: MATLAB - Size: 3.8 MB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 54 - Forks: 21

matlab-deep-learning/Lidar-object-detection-using-complex-yolov4

Object detection and transfer learning on point clouds using pretrained Complex-YOLOv4 models in MATLAB

Language: MATLAB - Size: 8.89 MB - Last synced at: 2 months ago - Pushed at: almost 2 years ago - Stars: 24 - Forks: 10

matlab-deep-learning/compare-PyTorch-models-from-MATLAB

Compare PyTorch models from MATLAB using co-execution

Language: MATLAB - Size: 5.93 MB - Last synced at: 2 months ago - Pushed at: almost 2 years ago - Stars: 13 - Forks: 1

matlab-deep-learning/playing-Pong-with-deep-reinforcement-learning

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

Language: MATLAB - Size: 1.39 MB - Last synced at: 2 months ago - Pushed at: over 4 years ago - Stars: 44 - Forks: 9

matlab-deep-learning/fourier-neural-operator

Language: MATLAB - Size: 43.9 KB - Last synced at: 18 days ago - Pushed at: over 2 years ago - Stars: 19 - Forks: 1

matlab-deep-learning/Human-Pose-Estimation-with-Deep-Learning

MATLAB example of deep learning based human pose estimation.

Language: HTML - Size: 68.4 MB - Last synced at: 2 months ago - Pushed at: 4 months ago - Stars: 28 - Forks: 9

matlab-deep-learning/deep-sudoku-solver

Find and solve sudoku puzzles in images using deep learning and computer vision

Language: MATLAB - Size: 4.76 MB - Last synced at: 2 months ago - Pushed at: over 5 years ago - Stars: 23 - Forks: 3

matlab-deep-learning/Brain-MRI-Age-Classification-using-Deep-Learning

MATLAB example using deep learning to classify chronological age from brain MRI images

Language: MATLAB - Size: 81 MB - Last synced at: 2 months ago - Pushed at: 4 months ago - Stars: 38 - Forks: 14

matlab-deep-learning/transformer-networks-for-time-series-prediction

Deep Learning in Quantitative Finance: Transformer Networks for Time Series Prediction

Language: MATLAB - Size: 4.46 MB - Last synced at: 3 months ago - Pushed at: over 1 year ago - Stars: 47 - Forks: 5

matlab-deep-learning/rl-agent-based-traffic-control

Develop agent-based traffic management system by model-free reinforcement learning

Language: MATLAB - Size: 50.9 MB - Last synced at: 2 months ago - Pushed at: over 4 years ago - Stars: 49 - Forks: 17

matlab-deep-learning/CSINet-Channel-Compression-in-MATLAB-Using-Keras

This example shows how to co-execute MATLAB and Python to simulate the effect of channel estimate compression on precoding in a MIMO OFDM channel.

Language: MATLAB - Size: 1.05 MB - Last synced at: 2 months ago - Pushed at: 10 months ago - Stars: 16 - Forks: 0

matlab-deep-learning/Pretrained-RESA-Network-For-Road-Boundary-Detection

Pretrained RESA model for road boundary detection in MATLAB

Language: MATLAB - Size: 1.43 MB - Last synced at: 2 months ago - Pushed at: over 2 years ago - Stars: 3 - Forks: 0

matlab-deep-learning/object-detection-and-explainability-for-tensorflow-and-pytorch-models

Language: MATLAB - Size: 1.75 MB - Last synced at: 4 months ago - Pushed at: 10 months ago - Stars: 3 - Forks: 0

matlab-deep-learning/wav2vec-2.0

This repo provides the pretrained baseline 960 hours wav2vec 2.0 model in MATLAB.

Size: 475 KB - Last synced at: about 2 months ago - Pushed at: over 3 years ago - Stars: 8 - Forks: 3

matlab-deep-learning/Pretrained-YOLOX-Network-For-Object-Detection

YOLOX inference in MATLAB for Object Detection with yolox_s, yolox_m & yolox_l networks

Size: 283 KB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 27 - Forks: 1

matlab-deep-learning/Physics-Informed-Neural-Networks-for-Heat-Transfer

Size: 985 KB - Last synced at: 5 months ago - Pushed at: 10 months ago - Stars: 17 - Forks: 6

matlab-deep-learning/pix2pix

Image to Image Translation Using Generative Adversarial Networks

Language: MATLAB - Size: 3.83 MB - Last synced at: 2 months ago - Pushed at: about 5 years ago - Stars: 31 - Forks: 12

matlab-deep-learning/pillQC

A pill quality control dataset and associated anomaly detection example

Language: MATLAB - Size: 171 MB - Last synced at: 2 months ago - Pushed at: about 3 years ago - Stars: 11 - Forks: 4

matlab-deep-learning/pose-estimation-3d-with-stereo-camera

This demo uses a deep neural network and two generic cameras to perform 3D pose estimation.

Language: MATLAB - Size: 44.4 MB - Last synced at: 2 months ago - Pushed at: about 4 years ago - Stars: 45 - Forks: 12

matlab-deep-learning/PINNsOptionPricing

Apply Physics-informed neural networks in solving Black-Scholes Equations

Size: 1.66 MB - Last synced at: 5 months ago - Pushed at: 6 months ago - Stars: 6 - Forks: 0

matlab-deep-learning/pretrained-dlCHOMP

Pretrained networks for Deep-Learning-Based Covariant Hamiltonian Optimization for Motion Planning (DLCHOMP) of robotic manipulators for MATLAB®

Language: MATLAB - Size: 2.43 MB - Last synced at: about 1 month ago - Pushed at: about 1 year ago - Stars: 4 - Forks: 0

matlab-deep-learning/quantization-aware-training

This example shows how to perform quantization aware training for transfer learned MobileNet-v2 network.

Language: HTML - Size: 3.7 MB - Last synced at: 5 months ago - Pushed at: over 1 year ago - Stars: 11 - Forks: 1

matlab-deep-learning/resnet-50

Repo for ResNet-50

Language: MATLAB - Size: 76.2 KB - Last synced at: 2 months ago - Pushed at: over 5 years ago - Stars: 28 - Forks: 4

matlab-deep-learning/physics-informed-neural-networks-with-matlab-live-coding-session

Solve mass spring damper system with phyics-informed neural networks in MATLAB

Language: MATLAB - Size: 3.91 KB - Last synced at: 3 months ago - Pushed at: 10 months ago - Stars: 8 - Forks: 6

matlab-deep-learning/Image-Classification-in-MATLAB-Using-TensorFlow

This example shows how to call a TensorFlow model from MATLAB using co-execution with Python.

Language: MATLAB - Size: 5.06 MB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 52 - Forks: 22

matlab-deep-learning/Text-Detection-using-Deep-Learning

Text Detection using Pretrained CRAFT model in MATLAB

Size: 891 KB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 13 - Forks: 0

matlab-deep-learning/Hyperparameter-Tuning-in-MATLAB-using-Experiment-Manager-and-TensorFlow

This example shows how to use MATLAB to train a TensorFlow model and tune it's hyperparameters using co-execution with Python.

Language: MATLAB - Size: 498 KB - Last synced at: 2 months ago - Pushed at: almost 3 years ago - Stars: 17 - Forks: 3

matlab-deep-learning/Physical-Concepts-Scinet

This repository provides implementation of SciNet network described in arXiv:1807.10300v3

Language: MATLAB - Size: 42.1 MB - Last synced at: 2 months ago - Pushed at: almost 2 years ago - Stars: 8 - Forks: 0

matlab-deep-learning/Fault-Detection-Using-Deep-Learning-Classification

This demo shows how to prepare, model, and deploy a deep learning LSTM based classification algorithm to identify the condition or output of a mechanical air compressor.

Language: C++ - Size: 49.3 MB - Last synced at: 2 months ago - Pushed at: almost 3 years ago - Stars: 79 - Forks: 32

matlab-deep-learning/Explore-Deep-Network-Explainability-Using-an-App

This repository provides an app for exploring the predictions of an image classification network using several deep learning visualization techniques. Using the app, you can: explore network predictions with occlusion sensitivity, Grad-CAM, and gradient attribution methods, investigate misclassifications using confusion and t-SNE plots, visualize layer activations, and many more techniques to help you understand and explain your deep network’s predictions.

Language: MATLAB - Size: 26.3 MB - Last synced at: 2 months ago - Pushed at: almost 4 years ago - Stars: 36 - Forks: 7

matlab-deep-learning/neuron-coverage-for-deep-learning

Compute the neuron coverage of a deep learning network in MATLAB.

Language: MATLAB - Size: 501 KB - Last synced at: about 1 month ago - Pushed at: almost 2 years ago - Stars: 10 - Forks: 0

matlab-deep-learning/resnet-101

Repo for ResNet-101 model

Language: MATLAB - Size: 122 KB - Last synced at: 16 days ago - Pushed at: almost 6 years ago - Stars: 13 - Forks: 5

matlab-deep-learning/2D-Differentiable-Rendering-Example

Language: MATLAB - Size: 10.8 MB - Last synced at: 2 months ago - Pushed at: 10 months ago - Stars: 22 - Forks: 0

matlab-deep-learning/Object-Detection-Using-Pretrained-YOLO-v2

YOLO v2 prediction and training in MATLAB for Object Detection with darknet19 & tinyYOLOv2 base networks

Size: 62.5 KB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 18 - Forks: 20

matlab-deep-learning/nerf

NeRF - Neural Radiance Fileds in MATLAB

Language: MATLAB - Size: 75.8 MB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 10 - Forks: 2

matlab-deep-learning/deepspeech

This repo provides the pretrained DeepSpeech model in MATLAB. The model is compatible with transfer learning and C/C++ code generation.

Language: MATLAB - Size: 514 KB - Last synced at: 2 months ago - Pushed at: about 2 years ago - Stars: 7 - Forks: 4

matlab-deep-learning/Image-domain-conversion-using-CycleGAN

MATLAB example of deep learning for image domain conversion

Language: MATLAB - Size: 44.6 MB - Last synced at: 2 months ago - Pushed at: about 5 years ago - Stars: 17 - Forks: 6

matlab-deep-learning/Seven-Segment-Digit-Recognition

Seven Segment Digit Recognition in MATLAB

Size: 66.4 KB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 7 - Forks: 0

matlab-deep-learning/Automate-Labeling-in-Image-Labeler-using-a-Pretrained-TensorFlow-Object-Detector

This example shows how to automate object labeling in the Image Labeler app using a TensorFlow object detector model trained in Python.

Language: MATLAB - Size: 6.03 MB - Last synced at: 2 months ago - Pushed at: almost 3 years ago - Stars: 13 - Forks: 0

matlab-deep-learning/Graph-Neural-Network-for-Heat-Transfer-Problem

Size: 725 KB - Last synced at: 5 months ago - Pushed at: 10 months ago - Stars: 8 - Forks: 1

matlab-deep-learning/Use-a-Python-Speech-Command-Recognition-System-to-MATLAB

Use a Python speech command recognition system in MATLAB

Language: MATLAB - Size: 1.32 MB - Last synced at: 2 months ago - Pushed at: 10 months ago - Stars: 6 - Forks: 4

matlab-deep-learning/pretrained-spatial-CNN

Spatial-CNN for lane detection in MATLAB.

Language: MATLAB - Size: 32.5 MB - Last synced at: 2 months ago - Pushed at: almost 4 years ago - Stars: 24 - Forks: 12

matlab-deep-learning/pretrained-efficientdet-d0

Object detection and transfer learning using pretrained EfficientDet-D0 model in MATLAB.

Language: MATLAB - Size: 344 KB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 15 - Forks: 4

matlab-deep-learning/pretrained-deeplabv3plus

DeepLabv3+ inference and training in MATLAB for Semantic Segmentation

Language: MATLAB - Size: 826 KB - Last synced at: 2 months ago - Pushed at: about 4 years ago - Stars: 23 - Forks: 3

matlab-deep-learning/Image-Classification-in-MATLAB-Using-Converted-TensorFlow-Model

This repository shows how to import a pretrained TensorFlow model in the SavedModel format, and use the imported network to classify an image.

Language: MATLAB - Size: 1.39 MB - Last synced at: 2 months ago - Pushed at: over 3 years ago - Stars: 12 - Forks: 2

matlab-deep-learning/Deep_Learning_Poker_Player_using_MATLAB_and_Raspberry_Pi

This example shows how to use automatic code generation to deploy a deep learning model from MATLAB to Raspberry Pi

Language: MATLAB - Size: 323 KB - Last synced at: 2 months ago - Pushed at: about 5 years ago - Stars: 6 - Forks: 2

matlab-deep-learning/mask-rcnn

Mask-RCNN training and prediction in MATLAB for Instance Segmentation

Language: MATLAB - Size: 6.6 MB - Last synced at: 2 months ago - Pushed at: over 4 years ago - Stars: 29 - Forks: 6

matlab-deep-learning/coexecution_speech_command

PyTorch and TensorFlow Co-Execution for Speech Command Recognition

Language: Python - Size: 445 KB - Last synced at: 2 months ago - Pushed at: over 2 years ago - Stars: 8 - Forks: 2

matlab-deep-learning/mobilenet-v2

Repo for MobileNet-v2

Language: MATLAB - Size: 75.2 KB - Last synced at: 2 months ago - Pushed at: over 5 years ago - Stars: 13 - Forks: 1

matlab-deep-learning/googlenet

Repo for GoogLeNet

Language: MATLAB - Size: 85 KB - Last synced at: 2 months ago - Pushed at: over 5 years ago - Stars: 22 - Forks: 3

matlab-deep-learning/Convert-librosa-Audio-Feature-Extraction-To-MATLAB

Convert librosa Audio Feature Extraction To MATLAB

Language: MATLAB - Size: 1.78 MB - Last synced at: 4 months ago - Pushed at: 10 months ago - Stars: 2 - Forks: 0

matlab-deep-learning/resnet-18

Repo for ResNet-18

Language: MATLAB - Size: 71.3 KB - Last synced at: 2 months ago - Pushed at: over 5 years ago - Stars: 17 - Forks: 5

matlab-deep-learning/Biomass-Estimation-Starter-Code

Size: 10 MB - Last synced at: 5 months ago - Pushed at: over 2 years ago - Stars: 5 - Forks: 0

matlab-deep-learning/compare-gradient-attribution-maps

Sanity checks for comparing gradient attribution maps

Language: MATLAB - Size: 2.36 MB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 4 - Forks: 1

matlab-deep-learning/satellite-image-semantic-segmentation

Semantic Segmentation of Large Satellite Images with blockedImage Datastores

Language: MATLAB - Size: 132 MB - Last synced at: 2 months ago - Pushed at: almost 2 years ago - Stars: 5 - Forks: 0

matlab-deep-learning/Social-Distancing-Monitoring-System

AI-enabled social distancing detection tool that can detect if people are keeping a safe distance from each other by analyzing real-time video streams from the camera. - Idea Credit : Landing AI (https://landing.ai/)

Language: MATLAB - Size: 15.7 MB - Last synced at: about 1 month ago - Pushed at: almost 5 years ago - Stars: 14 - Forks: 2

matlab-deep-learning/fine-tune-BERT-classification

Size: 150 KB - Last synced at: 5 months ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

matlab-deep-learning/pretrained-salsanext

Semantic segmentation and transfer learning using pretrained SalsaNext model in MATLAB

Language: MATLAB - Size: 17.8 MB - Last synced at: about 1 month ago - Pushed at: almost 2 years ago - Stars: 14 - Forks: 5

matlab-deep-learning/anomaly-detection-with-text-variational-autoencoder

Language: MATLAB - Size: 124 KB - Last synced at: 12 days ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 1

matlab-deep-learning/Classification-of-SARS-COVID-19-and-Other-Lung-Infections-from-Chest-X-Ray-Scan-Images-with-DenseNet

This example shows how to train a deep neural network to classify SARS COVID-19 and other lung infections using chest X-ray (CXR) images.

Language: MATLAB - Size: 603 KB - Last synced at: 2 months ago - Pushed at: almost 4 years ago - Stars: 8 - Forks: 3

matlab-deep-learning/speech-based-information-retrieval

Retrieve answers from a knowledge base via speech recognition and information retrieval.

Language: MATLAB - Size: 894 KB - Last synced at: 18 days ago - Pushed at: over 2 years ago - Stars: 5 - Forks: 0

matlab-deep-learning/convmixer-patches-are-all-you-need

ConvMixer - Patches Are All You Need?

Language: MATLAB - Size: 7.7 MB - Last synced at: 2 months ago - Pushed at: over 3 years ago - Stars: 6 - Forks: 2