Deep Learning Onramp

Introduction

Familiarize yourself with deep learning concepts and the course.

Lessons:

Course Overview

Outline and Learning Outcomes

Use Pretrained Networks

Perform classifications using an existing network that was previously trained.

Lessons:

View Image Files

Make Predictions

Obtain Pretrained Networks

What is a CNN?

Examine Predictions

Manage Collections of Image Data

Organize and process images to use them with a pretrained network.

Lessons:

What is a Datastore?

Create and Classify a Datastore

Adjust Input Images

Workflow for Processing Images

Resize Images in a Datastore

Preprocess Color Using a Datastore

Augmented Training Data

Create a Datastore Using Subfolders

Prepare Inputs for Transfer Learning

Create all of the components needed to update a pretrained network to classify a new image data set.

Lessons:

What is Transfer Learning?

Components Needed for Transfer Learning

Label Images in a Datastore

Split Data for Training and Testing

CNN Layers

Set the Number of Classes

Set Training Options

Perform Transfer Learning

Train and evaluate a deep network.

Lessons:

Perform Training

Train the Network

Investigate the Trained Network

Evaluate the Test Performance

Improve Performance

On Your Own: Classify Roundworms

Conclusion

Learn next steps and give feedback on the course.

Lessons:

Summary

More Deep Learning Applications

Survey

Course modules

Introduction

Use Pretrained Networks

Manage Collections of Image Data

Prepare Inputs for Transfer Learning

Perform Transfer Learning

Conclusion

Language

Hands-on exercises with automated feedback
Access to MATLAB through your web browser
Shareable progress report and course certificate

Machine Learning Onramp

Reinforcement Learning Onramp

MATLAB Onramp

Deep Learning Onramp

Course modules

Introduction

Use Pretrained Networks

Manage Collections of Image Data

Prepare Inputs for Transfer Learning

Perform Transfer Learning

Conclusion

Language

Hands-on exercises with automated feedbackAccess to MATLAB through your web browserShareable progress report and course certificate

Machine Learning Onramp

Reinforcement Learning Onramp

MATLAB Onramp

Hands-on exercises with automated feedback
Access to MATLAB through your web browser
Shareable progress report and course certificate