The TensorFlow Workshop

The TensorFlow Workshop

A hands-on guide to building deep learning models from scratch using real-world datasets

von Matthew Moocarme, Abhranshu Bagchi, Anthony So, Anthony Maddalone

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Format: EPUB DRM: Kein DRM 40.2 MB

Beschreibung

Getting to grips with tensors, deep learning, and neural networks can be intimidating and confusing for anyone, no matter their experience level. The breadth of information out there, often written at a very high level and aimed at advanced practitioners, can make getting started even more challenging.

If this sounds familiar to you, The TensorFlow Workshop is here to help. Combining clear explanations, realistic examples, and plenty of hands-on practice, it’ll quickly get you up and running.

You’ll start off with the basics – learning how to load data into TensorFlow, perform tensor operations, and utilize common optimizers and activation functions. As you progress, you’ll experiment with different TensorFlow development tools, including TensorBoard, TensorFlow Hub, and Google Colab, before moving on to solve regression and classification problems with sequential models.

Building on this solid foundation, you’ll learn how to tune models and work with different types of neural network, getting hands-on with real-world deep learning applications such as text encoding, temperature forecasting, image augmentation, and audio processing.

By the end of this deep learning book, you’ll have the skills, knowledge, and confidence to tackle your own ambitious deep learning projects with TensorFlow.

Produktdetails

ISBN 9781800200227
Verlag Packt Publishing
Erscheinungsdatum 15.12.2021
Sprache Englisch

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