Create ML

Experience an entirely new way of training machine learning models on your Mac. Create ML takes the complexity out of model training while producing powerful Core ML models.

MacBook Pro displaying a Evaluation example in Create ML

What’s new

Use the Create ML app or framework to build custom models on top of Apple’s latest visual feature extractors for images and multilingual transformer-based embeddings for text. Creating a model to understand the content of images has never been easier with the addition of multilabel classification, interactive model evaluation and new APIs for custom training data augmentations.

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Discover Create ML features

Multimodel training

Train multiple models using different datasets, all in a single project.

Training control

Pause, save, resume, and extend your training process.

eGPU training support

Use an external graphics processing unit with your Mac for even better model training performance.

On-device training

Train models blazingly fast right on your Mac while taking advantage of CPU and GPU.

Model previews

Preview your model performance using Continuity with your iPhone camera and microphone on your Mac, or drop in sample data.

Visual evaluation

Interactively learn how your model performs on test data from your evaluation set. Explore key metrics and their connections to specific examples to help identify challenging use cases, further investments in data collection, and opportunities to help improve model quality.

Model types

Create ML has a variety of model types to choose from. Just select a model type in the app and add your data and parameters to start training.


Image classification
Object detection
Hand pose classification
Style transfer


Action classification
Hand action classification
Style transfer


Activity classification


Sound classification


Text classification
Word tagging


Tabular classification
Tabular regression

Create ML framework

The power of Create ML is also available as a Swift framework on iOS, iPadOS, macOS, and tvOS. Programmatically experiment and automate model creation in Swift scripts or playgrounds. Build dynamic app features that leverage Create ML APIs to train models directly from user input or on-device behavior, providing personalized and adaptive experiences while preserving user privacy.

View Create ML documentation

Create ML Components New

In addition to leveraging task-specific APIs in Create ML, you can now design your own custom estimation pipeline using the rich set of underlying components in Create ML.

View Create ML Components documentation

Getting started

Use the Developer Tools menu in Xcode to open Create ML.

Download Xcode