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Extend deep learning workflows with computer vision, image processing, automated driving, signals, audio, text analytics, and computational finance

Use Deep Learning Toolbox™ to incorporate deep learning in computer vision, image processing, automated driving, signal processing, audio, text analytics, and computational finance applications.

Featured Examples

Object Detection Using Faster R-CNN Deep Learning

Train a Faster R-CNN (regions with convolutional neural networks) object detector.

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Train Deep Learning Semantic Segmentation Network Using 3-D Simulation Data

Use 3-D simulation data to train a semantic segmentation network and fine-tune it to real-world data using generative adversarial networks (GANs).

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Lidar Object Detection Using Complex-YOLO v4 Network

Train a Complex-YOLO v4 network to perform object detection on point clouds.

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Train Biped Robot to Walk Using Reinforcement Learning Agents

Train a reinforcement learning agent to control a biped walking robot modeled in Simscape™ Multibody™.

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Increase Image Resolution Using Deep Learning

Create a high-resolution image from a low-resolution image using a very-deep super-resolution (VDSR) neural network.

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Chemical Process Fault Detection Using Deep Learning

Use simulation data to train a neural network than can detect faults in a chemical process.

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Compare Deep Learning Networks for Credit Default Prediction

Create, train, and compare three deep learning networks for predicting credit default probability.

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Sequence-to-Sequence Translation Using Attention

Convert decimal strings to Roman numerals using a recurrent sequence-to-sequence encoder-decoder model with attention.

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Classify ECG Signals Using Long Short-Term Memory Networks

Classify heartbeat electrocardiogram data using deep learning and signal processing.

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Waveform Segmentation Using Deep Learning

Segment human electrocardiogram signals using time-frequency analysis and deep learning.

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Applications

Categories

Featured Examples

Object Detection Using Faster R-CNN Deep Learning

Train Deep Learning Semantic Segmentation Network Using 3-D Simulation Data

Lidar Object Detection Using Complex-YOLO v4 Network

Train Biped Robot to Walk Using Reinforcement Learning Agents

Increase Image Resolution Using Deep Learning

Chemical Process Fault Detection Using Deep Learning

Compare Deep Learning Networks for Credit Default Prediction

Sequence-to-Sequence Translation Using Attention

Classify ECG Signals Using Long Short-Term Memory Networks

Waveform Segmentation Using Deep Learning