Description: Further DetailsTitle: Building Machine Learning PipelinesCondition: NewEAN: 9781492053194ISBN: 9781492053194Publisher: O'Reilly MediaFormat: PaperbackRelease Date: 08/18/2020Language: EnglishISBN-10: 1492053198Description: Companies are spending billions on machine learning projects, but it's money wasted if the models can'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. You'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 pipelineBuild your pipeline using components from TensorFlow ExtendedOrchestrate your machine learning pipeline with Apache Beam, Apache Airflow, and Kubeflow PipelinesWork with data using TensorFlow Data Validation and TensorFlow TransformAnalyze a model in detail using TensorFlow Model AnalysisExamine fairness and bias in your model performanceDeploy models with TensorFlow Serving or TensorFlow Lite for mobile devicesLearn privacy-preserving machine learning techniquesCountry/Region of Manufacture: USGenre: Computing & InternetAuthor: Hannes HapkeItem Length: 175mmItem Width: 20mmRelease Year: 2020 Missing Information?Please contact us if any details are missing and where possible we will add the information to our listing.
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Book Title: Building Machine Learning Pipelines
Title: Building Machine Learning Pipelines
EAN: 9781492053194
ISBN: 9781492053194
Release Date: 08/18/2020
Release Year: 2020
ISBN-10: 1492053198
Country/Region of Manufacture: US
Genre: Computing & Internet
Number of Pages: 364 Pages
Language: English
Publication Name: Building Machine Learning Pipelines : Automating Model Life Cycles with Tensorflow
Publisher: O'reilly Media, Incorporated
Item Height: 0.9 in
Subject: Image Processing, General, Data Processing
Publication Year: 2020
Item Weight: 22.4 Oz
Type: Textbook
Subject Area: Computers, Science
Author: Catherine Nelson, Hannes Hapke
Item Length: 9.1 in
Item Width: 7 in
Format: Trade Paperback
