Screen LibraryHands-on artificial intelligence on Google Cloud Platform : build intelligent applications powered by TensorFlow, Cloud AutoML, BigQuery, and Dialogflow /
With a wide range of exciting tools and libraries such as Google BigQuery, Google Cloud Dataflow, and Google Cloud Dataproc, Google Cloud Platform (GCP) enables efficient big data processing and the development of smart AI models on the cloud. This GCP book will guide you in using these tools to bui...
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| Main Authors: | |
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| Group Author: | ; |
| Published: |
Packt Publishing,
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| Publisher Address: | Birmingham, UK : |
| Publication Dates: | 2020. |
| Literature type: | Book |
| Language: | English |
| Subjects: | |
| Summary: |
With a wide range of exciting tools and libraries such as Google BigQuery, Google Cloud Dataflow, and Google Cloud Dataproc, Google Cloud Platform (GCP) enables efficient big data processing and the development of smart AI models on the cloud. This GCP book will guide you in using these tools to build your AI-powered applications with ease and managing thousands of AI implementations on the cloud to help save you time. Starting with a brief overview of Cloud AI and GCP features, you'll learn how to deal with large volumes of data using auto-scaling features. You'll then implement Cloud AutoML to demonstrate the use of streaming components for performing data analytics and understand how Dialogflow can be used to create a conversational interface. As you advance, you'll be able to scale out and speed up AI and predictive applications using TensorFlow. You'll also leverage GCP to train and optimize deep learning models, run machine learning algorithms, and perform complex GPU computations using TPUs. Finally, you'll build and deploy AI applications to production with the help of an end-to-end use case. By the end of this book, you'll have learned how to design and run experiments and be able to discover innovative solutions without worrying about infrastructure, resources, and computer power. |
| Item Description: | Includes index. |
| Carrier Form: | vi, 337 pages : illustrations ; 24 cm |
| ISBN: |
9781789538465 1789538467 |
| CLC: |
TP393.027 TP18 |
| Call Number: | TP18/D456-1 |
| Contents: | Section 1. Basics of Google Cloud Platform. Overview of AI and GCP -- Computing and processing using GCP components -- Section 2. Artificial intelligence with Google Cloud Platform. Machine learning applications with XGBoost -- Using Cloud AutoML -- Building a big data cloud machine learning engine -- Smart conversational applications using DialogFlow -- Section 3. TensorFlow on Google Cloud Platform. Understanding Cloud TPUs -- Implementing TensorFlow models using Cloud ML engine -- Building prediction applications -- Section 4. Building applications and upcoming features. Building an AI application. |