{"product_id":"comet-for-data-science-enhance-your-ability-to-manage-and-optimize-the-life-cycle-of-your-data-science-project-paperback","title":"Comet for Data Science: Enhance your ability to manage and optimize the life cycle of your data science project - Paperback","description":"\u003cp\u003eby \u003cb\u003eAngelica Lo Duca\u003c\/b\u003e (Author)\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eGain the key knowledge and skills required to manage data science projects using Comet\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eKey Features: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eDiscover techniques to build, monitor, and optimize your data science projects\u003c\/li\u003e\n\u003cli\u003eMove from prototyping to production using Comet and DevOps tools\u003c\/li\u003e\n\u003cli\u003eGet to grips with the Comet experimentation platform\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eBook Description: \u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eThis book provides concepts and practical use cases which can be used to quickly build, monitor, and optimize data science projects. Using Comet, you will learn how to manage almost every step of the data science process from data collection through to creating, deploying, and monitoring a machine learning model.\u003c\/p\u003e\u003cp\u003eThe book starts by explaining the features of Comet, along with exploratory data analysis and model evaluation in Comet. You'll see how Comet gives you the freedom to choose from a selection of programming languages, depending on which is best suited to your needs. Next, you will focus on workspaces, projects, experiments, and models. You will also learn how to build a narrative from your data, using the features provided by Comet. Later, you will review the basic concepts behind DevOps and how to extend the GitLab DevOps platform with Comet, further enhancing your ability to deploy your data science projects. Finally, you will cover various use cases of Comet in machine learning, NLP, deep learning, and time series analysis, gaining hands-on experience with some of the most interesting and valuable data science techniques available.\u003c\/p\u003e\u003cp\u003eBy the end of this book, you will be able to confidently build data science pipelines according to bespoke specifications and manage them through Comet.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWhat You Will Learn: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003ePrepare for your project with the right data\u003c\/li\u003e\n\u003cli\u003eUnderstand the purposes of different machine learning algorithms\u003c\/li\u003e\n\u003cli\u003eGet up and running with Comet to manage and monitor your pipelines\u003c\/li\u003e\n\u003cli\u003eUnderstand how Comet works and how to get the most out of it\u003c\/li\u003e\n\u003cli\u003eSee how you can use Comet for machine learning\u003c\/li\u003e\n\u003cli\u003eDiscover how to integrate Comet with GitLab\u003c\/li\u003e\n\u003cli\u003eWork with Comet for NLP, deep learning, and time series analysis\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWho this book is for: \u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eThis book is for anyone who has programming experience, and wants to learn how to manage and optimize a complete data science lifecycle using Comet and other DevOps platforms. Although an understanding of basic data science concepts and programming concepts is needed, no prior knowledge of Comet and DevOps is required.\u003c\/p\u003e\u003cdiv\u003e\n\u003cstrong\u003eNumber of Pages:\u003c\/strong\u003e 402\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003eDimensions:\u003c\/strong\u003e 0.82 x 9.25 x 7.5 IN\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003ePublication Date:\u003c\/strong\u003e August 26, 2022\u003c\/div\u003e","brand":"Books by splitShops","offers":[{"title":"Default Title","offer_id":42170771538055,"sku":"9781801814430","price":70.54,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0601\/2623\/2711\/files\/d39dfe3d719f81d8d2b67cc2ce75f7d2.webp?v=1733350522","url":"https:\/\/booksby.splitshops.com\/products\/comet-for-data-science-enhance-your-ability-to-manage-and-optimize-the-life-cycle-of-your-data-science-project-paperback","provider":"Books by splitShops","version":"1.0","type":"link"}