Machine Learning Onramp

Overview of Machine Learning

Familiarize yourself with machine learning concepts and the course.

Lessons:

What is Machine Learning

Train Machine Learning Models in Classification Learner

Machine Learning Workflow

Import Data

Import data into MATLAB.

Lessons:

Import a Letter

Organization of Data Files

Import Multiple Letters

Extract Features

Extract features from tabular data.

Lessons:

What are Features?

Extract Letter Features

Create a Function to Extract Features

Extract Features from Multiple Files

Split Data for Validation

Use test and validation sets to evaluate model performance.

Lessons:

Training Data vs. Testing Data

Set Training and Testing Data in Classification Learner

What is Cross-Validation?

Set Cross-Validation in Classification Learner

Train Models

Train classification models.

Lessons:

How Classification Methods Work

Train Models in Classification Learner

Change Model Hyperparameters

Evaluate Performance

Use different methods to evaluate model performance.

Lessons:

Compare Models

Confusion Matrix

Improve Performance

Identify possible ways to improve model performance.

Lessons:

Considerations for Improving Performance

Conclusion

Learn next steps and give feedback on the course.

Lessons:

More Machine Learning Applications

Additional Resources

Survey

Course modules

Overview of Machine Learning

Import Data

Extract Features

Split Data for Validation

Train Models

Evaluate Performance

Improve Performance

Conclusion

Language

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

Deep Learning Onramp

MATLAB Onramp

Machine Learning Onramp

Course modules

Overview of Machine Learning

Import Data

Extract Features

Split Data for Validation

Train Models

Evaluate Performance

Improve Performance

Conclusion

Language

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

Deep Learning Onramp

MATLAB Onramp

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