{"product_id":"building-machine-learning-pipelines-automating-model-life-cycles-with-tensorflow-9781492053194","title":"Building Machine Learning Pipelines: Automating Model Life Cycles with Tensorflow","description":"\u003cp\u003eCompanies 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.\u003c\/p\u003e\u003cp\u003eData 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.\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eUnderstand the steps to build a machine learning pipeline\u003c\/li\u003e\n\u003cli\u003eBuild your pipeline using components from TensorFlow Extended\u003c\/li\u003e\n\u003cli\u003eOrchestrate your machine learning pipeline with Apache Beam, Apache Airflow, and Kubeflow Pipelines\u003c\/li\u003e\n\u003cli\u003eWork with data using TensorFlow Data Validation and TensorFlow Transform\u003c\/li\u003e\n\u003cli\u003eAnalyze a model in detail using TensorFlow Model Analysis\u003c\/li\u003e\n\u003cli\u003eExamine fairness and bias in your model performance\u003c\/li\u003e\n\u003cli\u003eDeploy models with TensorFlow Serving or TensorFlow Lite for mobile devices\u003c\/li\u003e\n\u003cli\u003eLearn privacy-preserving machine learning techniques\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 07\/28\/2020\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781492053194\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 366\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.28lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.17h x 7.01w x 0.76d","brand":"Hannes Hapke, Catherine Nelson","offers":[{"title":"Default Title","offer_id":36653583630492,"sku":"9781492053194","price":67.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_bb9a8332-a2de-4420-9417-b834d1464121.jpg?v=1603881967","url":"https:\/\/pastforward.org\/products\/building-machine-learning-pipelines-automating-model-life-cycles-with-tensorflow-9781492053194","provider":"Past Forward","version":"1.0","type":"link"}