Enhancing Deep Learning with Bayesian Inference Create More Powerful, Robust Deep Learning Systems with Bayesian Deep Learning in Python

Starting with an introduction to the rapidly growing field of uncertainty-aware deep learning, you'll discover the importance of uncertainty estimation in robust machine learning systems. You'll then explore a variety of popular Bayesian deep learning methods and understand how to implemen...

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Bibliographic Details
Main Author: Benatan, Matt
Other Authors: Gietema, Jochem, Schneider, Marian
Format: eBook
Language:English
Published: Birmingham Packt Publishing, Limited 2023
Edition:1st edition
Subjects:
Online Access:
Collection: O'Reilly - Collection details see MPG.ReNa
Table of Contents:
  • Table of Contents Bayesian Inference in the Age of Deep Learning Fundamentals of Bayesian Inference Fundamentals of Deep Learning Introducing Bayesian Deep Learning Principled Approaches for Bayesian Deep Learning Using the Standard Toolbox for Bayesian Deep Learning Practical considerations for Bayesian Deep Learning Applying Bayesian Deep Learning Next Steps in Bayesian Deep Learning