noahgift/Apple-CreateML-AutoML-Recipes

Some recipes around Apple CreateML

Apple-CreateML-AutoML-Recipes

This is part of the book Practical MLOps

Some recipes around Apple CreateML

To get started with CreateML

1. Download XCode
2. Open up XCode and Right click on icon to launch CreateML

3. Use Image Classifier template

4. Drop cats-dogs-small onto project and test-cats-dogs onto test

5. Train the model

6. Test it out by finding internet pictures of cats and dogs

7. Download model and use it in iOS application or convert it to another format.

Here is an example of the an mlmodel file: https://github.com/noahgift/Apple-CreateML-AutoML-Recipes/blob/main/cats-dogs.mlmodel?raw=true

Next steps:

• You could train a more complex model by downloading a larger Kaggle dataset: https://www.microsoft.com/en-us/download/details.aspx?id=54765
• You could try other types of AutoML

Download and Convert a pre-trained model

• Follow this notebook: https://github.com/noahgift/Apple-CreateML-AutoML-Recipes/blob/main/CreateML_Conversion.ipynb
• Download the model after converting

• Open model in XCode and predict

Video Walkthrough

Create ML Walkthrough on the O'Reilly platform