Building Machine Learning Pipelines (Automating Model Life Cycles with TensorFlow)

ISBN: 9781492053194
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Overview

Companies are spending billions on machine learning projects, but itā€™s money wasted if the models canā€™t be deployed effectively. In this practical guide, Hannes Hapke and Catherine Nelson walk you through the steps of automating a machine learning pipeline using the TensorFlow ecosystem. Youā€™ll learn the techniques and tools that will cut deployment time from days to minutes, so that you can focus on developing new models rather than maintaining legacy systems.

Data scientists, machine learning engineers, and DevOps engineers will discover how to go beyond model development to successfully productize their data science projects, while managers will better understand the role they play in helping to accelerate these projects.

  • Understand the steps to build a machine learning pipeline
  • Build your pipeline using components from TensorFlow Extended
  • Orchestrate your machine learning pipeline with Apache Beam, Apache Airflow, and Kubeflow Pipelines
  • Work with data using TensorFlow Data Validation and TensorFlow Transform
  • Analyze a model in detail using TensorFlow Model Analysis
  • Examine fairness and bias in your model performance
  • Deploy models with TensorFlow Serving or TensorFlow Lite for mobile devices
  • Learn privacy-preserving machine learning techniques

This book title, Building Machine Learning Pipelines (Automating Model Life Cycles with TensorFlow), ISBN: 9781492053194, by Hannes Hapke, Catherine Nelson, published by O'Reilly Media (September 8, 2020) is available in paperback. Our minimum order quantity is 25 copies. All standard bulk book orders ship FREE in the continental USA and delivered in 4-10 business days.

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Product Details

Author:
Hannes Hapke, Catherine Nelson
Format:
Paperback
Pages:
364
Publisher:
O'Reilly Media (September 8, 2020)
Language:
English
ISBN-13:
9781492053194
ISBN-10:
1492053198
Dimensions:
7" x 9.19"
File:
TWO RIVERS-PERSEUS-Metadata_Only_Perseus_Distribution_Customer_Group_Metadata_20240124155707-20240124.xml
Folder:
TWO RIVERS
List Price:
$79.99
As low as:
$45.59
Publisher Identifier:
P-PER
Discount Code:
C
Case Pack:
11
Country of Origin:
United States

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