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All of the computation and processing driven through Core ML is done on-device in a way that respects customers’ data and privacy.

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Core ML takes full advantage of Metal and Accelerate, delivering incredible power, speed and efficiency to machine learning operations such as computer vision, natural language and support for convolutional and recurrent neural networks.With Core ML, Apple brings the power of machine learning to all Apple developers, enabling the creation of entirely new kinds of apps.With the combination of Thunderbolt 3 and Metal 2, the most demanding Mac users can now access powerful external GPUs.Metal 2 features a refined API and improved performance that’s helping developers, including Unity, Epic, Valve, Pixelmator and more, accelerate their future apps.Metal 2 supports next-generation experiences like machine learning used in speech recognition, natural language processing and computer vision.Metal is Apple’s advanced graphics technology and the fastest, most efficient way to tap into GPU power on the Mac.Developers like Adobe, Blackmagic Design, GoPro and more are joining Apple in adopting HEVC.

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Hardware acceleration on the new iMac and MacBook Pro delivers incredibly fast and power-efficient HEVC encoding and playback.With HEVC, Apple is enabling high-quality 4K video streaming on networks where only HD streaming was previously possible.HEVC enables users to watch 4K video files at full quality, while requiring 40 percent less storage space than the current H.264 standard.HEVC (H.265) is a new industry standard that enables extremely efficient compression, streaming and playback of video.APFS currently supports every Mac with all‑flash internal storage - support for Fusion and HDD Mac systems will be available in a future update.Data is protected from power outages and system crashes thanks to advanced data integrity features.With APFS, common operations such as copying files and directories are nearly instantaneous.APFS brings support for the latest high-capacity storage devices and delivers enhanced performance, security and reliability.APFS is a new, advanced storage architecture providing an extensible foundation to support new features and future storage technologies on the Mac.“High Sierra introduces new technologies for VR, high-efficiency video streaming, advances in storage technology and more, while apps such as Photos, Safari, Mail and Notes are refined to give users even more reasons to love their Mac.” Apple File System (APFS)

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“macOS High Sierra is an important update that makes the Mac more capable and responsive, while laying the foundation for future innovations,” said Craig Federighi, Apple’s senior vice president of Software Engineering.