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Deep Learning with TensorFlow and Keras – 3rd edition - Third Edition

You're reading from  Deep Learning with TensorFlow and Keras – 3rd edition - Third Edition

Product type Book
Published in Oct 2022
Publisher Packt
ISBN-13 9781803232911
Pages 698 pages
Edition 3rd Edition
Languages
Authors (3):
Amita Kapoor Amita Kapoor
Profile icon Amita Kapoor
Antonio Gulli Antonio Gulli
Profile icon Antonio Gulli
Sujit Pal Sujit Pal
Profile icon Sujit Pal
View More author details

Table of Contents (23) Chapters

Preface 1. Neural Network Foundations with TF 2. Regression and Classification 3. Convolutional Neural Networks 4. Word Embeddings 5. Recurrent Neural Networks 6. Transformers 7. Unsupervised Learning 8. Autoencoders 9. Generative Models 10. Self-Supervised Learning 11. Reinforcement Learning 12. Probabilistic TensorFlow 13. An Introduction to AutoML 14. The Math Behind Deep Learning 15. Tensor Processing Unit 16. Other Useful Deep Learning Libraries 17. Graph Neural Networks 18. Machine Learning Best Practices 19. TensorFlow 2 Ecosystem 20. Advanced Convolutional Neural Networks 21. Other Books You May Enjoy
22. Index

Google Cloud AutoML and Vertex AI

Google Cloud AutoML (https://cloud.google.com/automl/) is a full suite of products for image, video, and text processing. AutoML can be used to train high-quality custom machine learning models with minimal effort and machine learning expertise.

Vertex AI brings together the Google Cloud services for building ML under one, unified UI and API. In Vertex AI, you can now easily train, compare, test, and deploy models. Then you can serve a model with sophisticated ways to monitor and run experiments (see https://cloud.google.com/vertex-ai).

As of 2022, the suite consists of the following components, which do not require you to know how the deep learning networks are shaped internally:

Vertex AI

  • Unified platform to help you build, deploy, and scale more AI models

Structured data

  • AutoML Tables: Automatically build and deploy state-of-the-art machine learning models on structured data

Sight

  • AutoML...
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