Agile Machine Learning with DataRobot

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.