Machine Learning for iOS Developers

Get started with machine learning and the Core ML framework, and learn how to build your own custom machine learning model and integrate it into an iOS app.

Introduction

• Welcome
• What you should know
• Using the exercise files

1. Machine Learning: Basics and Tools

• Machine learning and Core ML
• Custom models with Turi Create
• Your machine learning setup
• Getting comfortable with Python, part 1
• Getting comfortable with Python, part 2

2. Cats vs. Dogs: Create an ML Model

• The data set we work with
• Work with Turi Create
• Prepare the data for Turi Create
• Create an ML model with Turi Create

3. Dogs vs. Cats: The iOS App

• Our sample app: Dogs vs. Cats
• A quick look around the Xcode project
• Implement an image picker controller
• The Vision framework and Core ML
• An animal detector powered by Vision
• Our machine learning model in action

Conclusion

• Next steps