Educators teach deep learning with MATLAB by drawing on available course modules, onramp tutorials, and code examples. With domain-specific toolboxes and apps, MATLAB makes it easy for students to learn and perform domain-specific deep learning tasks involving data preprocessing, image labeling, network design and transfer learning.

MATLAB supports interoperability with open source deep learning frameworks, enabling students to apply TensorFlow, PyTorch, and other popular frameworks in their MATLAB deep learning projects.

Below is a sampling of course curricula, textbooks, code examples, and additional tools for teaching deep learning with MATLAB.

Course Curricula

• Introduction to AI

  • Kanazawa Institute of Technology: Handwritten Digits Recognition
  • University of Ljubljana: Fundamentals of Neural Networks

• Image, Audio and Signal processing:

  • Florida Atlantic University: Deep Learning for Digital Image Processing
  • Consorzio.CINI: Multimedia signal processing using deep learning
  • Stanford: Signal Processing for Machine Learning

• Biomedicine

  • MIT and Harvard Medical School: Biomed Signal and Image Processing
  • Brain MRI Age Classification using deep learning

• Reinforcement Learning

  • Northeastern University: teaching modules, introduction webinar (22:50)

• Physics

  • Deep learning for Real-time top quark jet tagging

Textbooks

• Deep learning

  • Deep Learning for Beginners: with MATLAB Examples
  • MATLAB Deep Learning: With Machine Learning, Neural Networks and Artificial Intelligence

• Machine learning

  • MATLAB for Machine Learning
  • A First Course in Machine Learning
  • MATLAB Machine Learning Recipes
  • Machine learning and pattern recognition
  • Machine Learning: A Bayesian and Optimization Perspective
  • Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control

MATLAB Resources

• MATLAB Onramp (2-hour introductory tutorial)
• Deep Learning Onramp (2-hour introductory tutorial)
• Deep Learning with MATLAB (16-hour in-depth course)
• Deep Learning Toolbox (Documentation)
• Gallery of deep learning applications (Code examples)
• MATLAB Online (use MATLAB in your browser)
• MATLAB Grader (automatically grade MATLAB coding assignments)
• Latest features and resources for Data Science, Deep Learning & Machine Learning (recent release product features)
• Deep Learning (Blog)