Agile Machine Learning with DataRobot: Automate each step of the machine learnin

Description: Agile Machine Learning with DataRobot by Bipin Chadha, Sylvester Juwe This book can help you rapidly explore and build a broader range of machine learning models using DataRobots capabilities. Youll learn how to deploy ML models and operationalize and monitor their performance using practical examples. Data science experts will learn how to scale model building by using the Python API, among other advanced topics. FORMAT Paperback LANGUAGE English CONDITION Brand New Publisher Description Leverage DataRobots enterprise AI platform and automated decision intelligence to extract business value from dataKey FeaturesGet well-versed with DataRobot features using real-world examplesUse this all-in-one platform to build, monitor, and deploy ML models for handling the entire production life cycleMake use of advanced DataRobot capabilities to programmatically build and deploy a large number of ML modelsBook DescriptionDataRobot enables data science teams to become more efficient and productive. This book helps you to address machine learning (ML) challenges with DataRobots enterprise platform, enabling you to extract business value from data and rapidly create commercial impact for your organization.Youll begin by learning how to use DataRobots features to perform data prep and cleansing tasks automatically. The book then covers best practices for building and deploying ML models, along with challenges faced while scaling them to handle complex business problems. Moving on, youll perform exploratory data analysis (EDA) tasks to prepare your data to build ML models and ways to interpret results. Youll also discover how to analyze the models predictions and turn them into actionable insights for business users. Next, youll create model documentation for internal as well as compliance purposes and learn how the model gets deployed as an API. In addition, youll find out how to operationalize and monitor the models performance. Finally, youll work with examples on time series forecasting, NLP, image processing, MLOps, and more using advanced DataRobot capabilities.By the end of this book, youll have learned to use DataRobots AutoML and MLOps features to scale ML model building by avoiding repetitive tasks and common errors.What you will learnUnderstand and solve business problems using DataRobotUse DataRobot to prepare your data and perform various data analysis tasks to start building modelsDevelop robust ML models and assess their results correctly before deploymentExplore various DataRobot functions and outputs to help you understand the models and select the one that best solves the business problemAnalyze a models predictions and turn them into actionable insights for business usersUnderstand how DataRobot helps in governing, deploying, and maintaining ML modelsWho this book is forThis book is for data scientists, data analysts, and data enthusiasts looking for a practical guide to building and deploying robust machine learning models using DataRobot. Experienced data scientists will also find this book helpful for rapidly exploring, building, and deploying a broader range of models. The book assumes a basic understanding of machine learning. Author Biography Bipin Chadha is a hands-on leader of data science teams who can find innovative solutions to complex problems. He creates systemic data-driven models that enable executives to understand how their business operates, analyze a broad range of scenarios and strategies, and understand the likely implications of decisions and events prior to implementing risky changes. His passion is building data-driven cultures, developing effective teams, and driving organizations to grow and succeed.Sylvester Juwe is a highly accomplished Executive, with hands-on technical expertise implementing complex Big Data and Advanced Analytics solutions, from conceptualisation to commercial impact. He is a well versed leader who leverages sophisticated data capabilities, influences stakeholders, and creates a strong culture of governance and curiosity in solving complex business challenges, thereby creating commercial impact. Table of Contents Table of ContentsWhat Is DataRobot and Why You Need ItMachine Learning BasicsUnderstanding and Defining Business ProblemsPreparing Data for DataRobotExploratory Data Analysis with DataRobotModel Building with DataRobotModel Understanding and ExplainabilityModel Scoring and DeploymentForecasting and Time Series ModelingRecommender SystemsWorking with Geospatial Data, NLP, and Image ProcessingDataRobot Python APIModel Governance and MLOpsConclusion Details ISBN1801076804 Author Sylvester Juwe Short Title Agile Machine Learning with DataRobot Pages 344 Language English Year 2021 ISBN-10 1801076804 ISBN-13 9781801076807 Format Paperback Publisher Packt Publishing Limited Imprint Packt Publishing Limited Place of Publication Birmingham Country of Publication United Kingdom AU Release Date 2021-11-25 NZ Release Date 2021-11-25 Publication Date 2021-11-25 Subtitle Automate each step of the machine learning life cycle, from understanding problems to delivering value DEWEY 006.31 Audience Professional & Vocational UK Release Date 2021-11-25 We've got this At The Nile, if you're looking for it, we've got it. With fast shipping, low prices, friendly service and well over a million items - you're bound to find what you want, at a price you'll love! TheNile_Item_ID:133940463;

Price: 111.21 AUD

Location: Melbourne

End Time: 2025-02-07T03:11:23.000Z

Shipping Cost: 22.41 AUD