matlab-deep-learning/constrained-deep-learning

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matlab-deep-learning/constrained-deep-learning

matlab-deep-learning

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

MATLAB-Deep-Learning-Model-Hub

Discover pretrained models for deep learning in MATLAB

transformer-models

Deep Learning Transformer models in MATLAB

reinforcement_learning_financial_trading

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

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.

llms-with-matlab

Connect MATLAB to the OpenAI Chat Completions API (which powers ChatGPT)

Image-Classification-in-MATLAB-Using-TensorFlow

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

pretrained-yolo-v4

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

rl-agent-based-traffic-control

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

pose-estimation-3d-with-stereo-camera

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

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.

Industrial-Machinery-Anomaly-Detection

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

Object-Detection-Using-YOLO-v2-Deep-Learning

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

Brain-MRI-Age-Classification-using-Deep-Learning

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

playing-Pong-with-deep-reinforcement-learning

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

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.

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

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

Human-Pose-Estimation-with-Deep-Learning

MATLAB example of deep learning based human pose estimation.

mask-rcnn

Mask-RCNN training and prediction in MATLAB for Instance Segmentation

mtcnn-face-detection

Face detection and alignment using deep learning

pix2pix

Image to Image Translation Using Generative Adversarial Networks

resnet-50

Repo for ResNet-50

Pretrained-YOLOX-Network-For-Object-Detection

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

deep-sudoku-solver

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

Lidar-object-detection-using-complex-yolov4

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

pretrained-spatial-CNN

Spatial-CNN for lane detection in MATLAB.

googlenet

Repo for GoogLeNet

pretrained-deeplabv3plus

DeepLabv3+ inference and training in MATLAB for Semantic Segmentation

Image-domain-conversion-using-CycleGAN

MATLAB example of deep learning for image domain conversion

Object-Detection-Using-Pretrained-YOLO-v2

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

resnet-18

Repo for ResNet-18

pretrained-salsanext

Semantic segmentation and transfer learning using pretrained SalsaNext model in MATLAB

Inverse-Problems-using-Physics-Informed-Neural-Networks-PINNs

pretrained-efficientdet-d0

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

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/)

fourier-neural-operator

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.

transformer-networks-for-time-series-prediction

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

Text-Detection-using-Deep-Learning

Text Detection using Pretrained CRAFT model in MATLAB

resnet-101

Repo for ResNet-101 model

mobilenet-v2

Repo for MobileNet-v2

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.

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.

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

Hamiltonian-Neural-Network

pillQC

A pill quality control dataset and associated anomaly detection example

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.

neuron-coverage-for-deep-learning

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

quantization-aware-training

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

compare-PyTorch-models-from-MATLAB

Compare PyTorch models from MATLAB using co-execution

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.

coexecution_speech_command

PyTorch and TensorFlow Co-Execution for Speech Command Recognition

Pretrained-YOLOv8-Network-For-Object-Detection

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

deepspeech

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

nerf

NeRF - Neural Radiance Fileds in MATLAB

Physical-Concepts-Scinet

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

wav2vec-2.0

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

convmixer-patches-are-all-you-need

ConvMixer - Patches Are All You Need?

artistic-style-transfer

Artistic fast style transfer with a webcam

Seven-Segment-Digit-Recognition

Seven Segment Digit Recognition in MATLAB

speech-based-information-retrieval

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

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

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.

Use-a-Python-Speech-Command-Recognition-System-to-MATLAB

Use a Python speech command recognition system in MATLAB

Biomass-Estimation-Starter-Code

satellite-image-semantic-segmentation

Semantic Segmentation of Large Satellite Images with blockedImage Datastores

compare-gradient-attribution-maps

Sanity checks for comparing gradient attribution maps

Pretrained-RESA-Network-For-Road-Boundary-Detection

Pretrained RESA model for road boundary detection in MATLAB

Animated-Adaptive-Linear-Neuron

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

Convert-librosa-Audio-Feature-Extraction-To-MATLAB

Convert librosa Audio Feature Extraction To MATLAB