Apple iOS 16.5 runs on all iPhones from the iPhone 8, iPhone 8 Plus and iPhone X onwards, and this update includes features relevant to all those handsets. The Speech framework makes it easy to introduce custom vocabulary for speech recognition, so you can personalize your user experiences.If you have an iPhone released in late 2017 or later, you’re golden.

The Natural Language framework enhances understanding of multilingual text using new transformer-based embedding models. Use VisionKit to easily integrate Visual Lookup and subject-lifting experiences into your app. 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. Updates to the Core ML framework bring even faster model loading and inference.

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