Building Machine Learning Pipelines (Paperback)

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 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

General

Imprint:	O'Reilly Media
Country of origin:	United States
Release date:	July 2020
Authors:	Hannes Hapke
Contributors:	Catherine Nelson
Dimensions:	233 x 178 x 20mm (L x W x T)
Format:	Paperback
Pages:	366
ISBN-13:	978-1-4920-5319-4
Categories:	Books > Computing & IT > Computer communications & networking > Network security Books > Computing & IT > Social & legal aspects of computing > Privacy & data protection Books > Computing & IT > Computer hardware & operating systems > Computer architecture & logic design > Parallel processing Books > Computing & IT > Applications of computing > Artificial intelligence > Machine learning Books > Computing & IT > Applications of computing > Artificial intelligence > Natural language & machine translation Books > Computing & IT > Applications of computing > Artificial intelligence > Neural networks Books > Computing & IT > Applications of computing > Image processing > General Books > Computing & IT > Applications of computing > Audio processing > General
LSN:	1-4920-5319-8
Barcode:	9781492053194

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