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AI and Machine Learning for On-Device Development (Paperback)
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AI and Machine Learning for On-Device Development (Paperback)
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AI is nothing without somewhere to run it. Now that mobile devices
have become the primary computing device for most people, it's
essential that mobile developers add AI to their toolbox. This
insightful book is your guide to creating models and running them
on popular mobile platforms such as iOS and Android. Laurence
Moroney, lead AI advocate at Google, offers an introduction to
machine learning techniques and tools, then walks you through
writing Android and iOS apps powered by common ML models like
computer vision and text recognition, using tools such as ML Kit,
TensorFlow Lite, and Core ML. If you're a mobile developer, this
book will help you take advantage of the ML revolution today.
Explore the options for implementing ML and AI on mobile
devices--and when to use each Create ML models for iOS and Android
Write ML Kit and TensorFlow Lite apps for iOS and Android and Core
ML/Create ML apps for iOS Understand how to choose the best
techniques and tools for your use case: on-device inference versus
cloud-based inference, high-level APIs versus low-level APIs, and
more Learn privacy and ethics best practices for ML on devices
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