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Building Machine Learning Pipelines: Automating Model Life Cycles with TensorFlow free ebook download

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Hardware

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Catalogue

Author(s):	Hannes Hapke, Catherine Nelson

Date:	2020	Format:	EPUB	Language:	English	ISBN/ASIN:	1492053198
Pages:	1	OCR:		Quality:		ISBN13:
Uploader:	eternal	Upload Date:	7/22/2020 6:05:42 PM

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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

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Links Table

	Title	Link	Password	Size (MB)	Thank to	Inform Admin
2829942	Book	https://tezfiles.com/file/87b646ae3edfa...		8.84	eternal

Tags: Automating Building Cycles Learning Life Machine Model Pipelines TensorFlow

Title	Link	Password	Size	Reason

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Building Machine Learning Pipelines: Automating Model Life Cycles with TensorFlow free ebook download

Category: Hardware

Description: Click to see full description

Category:
Hardware