![]() New APIs in the Vision framework provide advanced image segmentation, animal body pose detection, and 3D human body pose leveraging depth information. 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. 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. Weight pruning, quantization, and palletization utilities can be applied during model conversion or while training your model in frameworks like PyTorch to preserve accuracy during compression. Use the new Core ML Tools optimization module to help compress and optimize your models for deployment on Apple hardware. The new Async Prediction API simplifies the creation of interactive ML-powered experiences and aids in maximizing hardware utilization. And because it’s built to take advantage of real frameworks, Swift Playgrounds provides a one of a kind learning experience.Updates to the Core ML framework bring even faster model loading and inference. The whole time you are learning Swift and SwiftUI, the powerful programming technologies created by Apple and used by professionals around the globe to build many of today’s most popular apps. Swift Playgrounds doesn’t require any coding experience - it’s perfect for anyone just starting out, from eight to one-hundred-and-eight. ![]() You solve interactive puzzles in the guided “Get Started with Code” and learn the basics of building apps in “Get Started with Apps.” You experiment with a wide range of challenges and samples that let you explore unique coding experiences. Swift Playgrounds makes it fun to learn to code and build real apps.
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