Deep Learning with MATLAB

Learn the theory and practice of building deep neural networks with real-life image and sequence data.

This course is included with select licenses. Click here to purchase.

Benefits of the Self-Paced Format

Step-by-step instruction

Hands-on exercises with automated feedback

Access to MATLAB through your web browser

Shareable progress report and course certificate

About This Course

 Lessons are available in English and Japanese.


1.

Classifying Images with Convolutional Networks

Get an overview of the course. Perform image classification using pretrained networks. Use transfer learning to train customized classification networks.

30 mins


2.

Interpreting Network Behavior

Gain insight into how a network is operating by visualizing image data as it passes through the network. Apply this technique to different kinds of images.

45 mins


3.

Creating Networks

Build convolutional networks from scratch. Understand how information is passed between network layers and how different types of layers work.

45 mins


4.

Training Networks

Understand how training algorithms work. Set training options to monitor and control training.

30 mins


5.

Improving Performance

Choose and implement modifications to training algorithm options, network architecture, or training data to improve network performance.

30 mins


6.

Project

15 mins


7.

Performing Regression

Create convolutional networks that can predict continuous numeric responses.

30 mins


8.

Using Deep Learning for Computer Vision

Train networks to locate and label specific objects within images.

45 mins


9.

Classifying Sequence Data with Recurrent Networks

Build and train networks to perform classification on ordered sequences of data, such as time-series or sensor data.

45 mins


10.

Classifying Categorical Sequences

Use recurrent networks to classify sequences of categorical data, such as text.

30 mins


11.

Generating Sequences of Output

Use recurrent networks to create sequences of predictions.

45 mins


12.

Project

15 mins

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Looking for a Classroom Option?

Deep Learning with MATLAB is also offered in an instructor-led format.