{"product_id":"building-machine-learning-pipelines-automating-model-life-cycles-with-tensorflow","title":"Building Machine Learning Pipelines: Automating Model Life Cycles with Tensorflow","description":"\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cblockquote\u003e\n\u003cbr\u003eCompanies are investing billions in machine learning projects, but if the models cannot be deployed effectively, the money is wasted. This practical guide will help you automate a machine learning pipeline using the TensorFlow ecosystem, reducing deployment time from days to minutes. It will teach you techniques and tools to productize your data science projects, and how managers can help accelerate them. \u003c\/blockquote\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\\n                                                            \u003cstrong\u003eFormat\u003c\/strong\u003e: Paperback \/ softback\u003cbr\u003e\\n                              \u003cstrong\u003eLength\u003c\/strong\u003e: 366 pages\u003cbr\u003e\\n                              \u003cstrong\u003ePublication date\u003c\/strong\u003e: 28 July 2020\u003cbr\u003e\\n                              \u003cstrong\u003ePublisher\u003c\/strong\u003e: O'Reilly Media, Inc, USA\u003cbr\u003e\\n                          \u003c\/p\u003e\u003cp\u003e\u003cbr\u003eCompanies are investing billions in machine learning projects, yet the money is being wasted if the models cannot be effectively deployed. In this comprehensive guide, Hannes Hapke and Catherine Nelson take you through the process of automating a machine learning pipeline using the TensorFlow ecosystem. You will learn the techniques and tools that will reduce deployment time from days to minutes, allowing you to focus on developing new models rather than maintaining legacy systems.\u003cbr\u003e\u003cbr\u003eData scientists, machine learning engineers, and DevOps engineers will discover how to go beyond model development and successfully productize their data science projects. Managers will gain a better understanding of their role in helping to accelerate these projects.\u003cbr\u003e\u003cbr\u003eUnderstand the steps to build a machine learning pipeline:\u003cbr\u003e\u003cbr\u003eBuild your pipeline using components from TensorFlow Extended.\u003cbr\u003e\u003cbr\u003eOrchestrate your machine learning pipeline with Apache Beam, Apache Airflow, and Kubeflow Pipelines.\u003cbr\u003e\u003cbr\u003eWork with data using TensorFlow Data Validation and TensorFlow Transform.\u003cbr\u003e\u003cbr\u003eAnalyze a model in detail using TensorFlow Model Analysis.\u003cbr\u003e\u003cbr\u003eExamine fairness and bias in your model performance.\u003cbr\u003e\u003cbr\u003eDeploy models with TensorFlow Serving or TensorFlow Lite for mobile devices.\u003cbr\u003e\u003cbr\u003eLearn privacy-preserving machine learning techniques.\u003cbr\u003e\u003cbr\u003eBy following these steps, you can streamline your machine learning pipeline and ensure that your models are deployed efficiently, allowing you to reap the benefits of this powerful technology.\u003c\/p\u003e\u003cp\u003e\\n                            \u003cstrong\u003eWeight\u003c\/strong\u003e: 642g\\n                            \u003cbr\u003e\u003cstrong\u003eDimension\u003c\/strong\u003e: 179 x 232 x 23 (mm)\\n                            \u003cbr\u003e\u003cstrong\u003eISBN-13\u003c\/strong\u003e: 9781492053194\\n                            \\n                          \u003c\/p\u003e","brand":"Hannes Hapke,Catherine Nelson","offers":[{"title":"Paperback \/ softback","offer_id":44100305289466,"sku":"9781492053194","price":45.68,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0522\/4297\/2845\/products\/df77365e0f3c408bfeee5cace7a385d5.jpg?v=1624498256","url":"https:\/\/shulphink.com\/products\/building-machine-learning-pipelines-automating-model-life-cycles-with-tensorflow","provider":"Shulph Ink","version":"1.0","type":"link"}