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Building Thoughtful ML Experiences

In recent years, machine learning has become crucial in shaping how we interact with devices and services. However, building machine learning applications that prioritize the needs and privacy of users can be a complex and challenging task. This talk will explore how to use Core ML and Create ML to develop user-centred machine learning experiences using Apple platforms.

We will focus on the advantages of using on-device machine learning, including speed and privacy benefits over cloud-based approaches. We will also discuss making machine learning accessible and inclusive for all users, regardless of technical background. Additionally, we will delve into privacy in machine learning and how to design applications that respect user data and maintain trust.

Join us to discover how to build thoughtful and user-centred machine-learning experiences for Apple platforms.

Delivered At: /dev/world 2023

Speaker: James Dale

🤩 Talk Slides

Check out the presentation folder. A PDF is supplied.

🧠 Dataset

The original dataset used in the talk is provided in sample_dataset. No guarantees as to its quality, but feel free to observe the folder structure.

✅ Available Models

Check out the 'models' folder. These were the models that were trained live during the conference talk at /dev/world 2023.

🧑‍💻 Sample Code

A simple To-Do list project in SwiftUI, creating a Core ML experience live in the talk.

Final Note

All content is provided as-is. If you build upon any of the contents, please reach out and share!