Module 3 of 3 in Building Intelligent Apps with Apple AI Models

Custom Models with Create ML

Sep 18 2024, Swift 5.10, iOS 17.5, Xcode 15.4
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Create ML empowers you to customize pre-built machine learning models on Apple platforms by providing training datasets. Explore various use cases and deploy a custom model into an app. By Mina H. Gerges.

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EXPERIENCE
Intermediate level
EST TIME TO COMPLETE
1 hr, 2 mins
CONTENT
3 lessons
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Module outcomes

  • Explain the basics of machine learning: models, training, validation, and deployment
  • Utilize Create ML to customize pre-built models
  • Train and deploy a custom model into an app

Covered concepts

  • Create ML
  • Machine Learning
  • Custom ML models

Module content

1
Introduction to Machine Learning with Create ML Lesson (27 mins)

This lesson introduces the fundamentals of machine learning and the advantages of using Core ML for on-device applications. You will learn about the traditional approach to integrating machine learning models into iOS apps and how Create ML simplifies the process, enabling users to create their own custom models.

 Start
Introduction • Start Reading · 5 mins
Instruction Reading · 15 mins
Demo Video · 6 mins
Conclusion Reading · 1 min
Quiz: Machine Learning & Create ML 4 questions
2
Training Your Custom Model with Create ML Lesson (17 mins)

Discover the process of preparing a dataset, training a custom emotion recognition model, and evaluating its performance.

 Start
Introduction • Start Reading · 2 mins
Instruction Reading · 7 mins
Demo Video · 8 mins
Conclusion Reading · 1 min
Quiz: Reviewing Customized Models with Create ML 4 questions
3
Deploying Your Custom Model in an iOS app Lesson (18 mins)

Learn how to extract and integrate the trained custom model into an iOS app using SwiftUI and evaluate its performance in real-world use.

 Start
Introduction • Start Reading · 1 min
Instruction Reading · 9 mins
Demo Video · 8 mins
Conclusion Reading · 1 min
Quiz: Training Your Custom Module 4 questions