April 2020
Intermediate to advanced
380 pages
9h 24m
English
Content preview from Mobile Deep Learning with TensorFlow Lite, ML Kit and Flutter
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TensorFlow
TensorFlow, an open source software library developed by Google Brain, facilitates high-performance numerical computation. Due to its flexible architecture, it allows easy deployment of deep learning models and neural networks across CPUs, GPUs, and TPUs. Gmail uses a TensorFlow model to understand the context of a message and predicts replies in its widely known feature, Smart Reply. TensorFlow Lite is a lightweight version of TensorFlow that aids the deployment of machine learning models on Android and iOS devices. It leverages the power of the Android Neural Network API to support hardware acceleration.
The TensorFlow ecosystem, which is available for mobile devices through TensorFlow Lite, is illustrated in the following diagram: ...
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