03191nam 22006495 450 991052257060332120251204104518.09783030897123303089712510.1007/978-3-030-89712-3(MiAaPQ)EBC6877413(Au-PeEL)EBL6877413(CKB)21048057100041(MiFhGG)9783030897123(DE-He213)978-3-030-89712-3(EXLCZ)992104805710004120220131d2022 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierHarnessing the Power of Analytics /by Leila Halawi, Amal Clarke, Kelly George1st ed. 2022.Cham :Springer International Publishing :Imprint: Springer,2022.1 online resource (153 pages) illustrations (chiefly color)Print version: Halawi, Leila Harnessing the Power of Analytics Cham : Springer International Publishing AG,c2022 9783030897116 Chapter 1. Introduction to Analytics and Data Science -- Chapter 2. Data Types Structure & Data Preparation Process -- Chapter 3. Data Exploration and Data Visualization. Chapter 4. Evaluating Predictive Performance -- Chapter 5. Decision Trees & Ensemble -- Chapter 6. Regression Models -- Chapter 7. Neural Networks -- Chapter 8. Model Deployment.This text highlights the difference between analytics and data science, using predictive analytic techniques to analyze different historical data, including aviation data and concrete data, interpreting the predictive models, and highlighting the steps to deploy the models and the steps ahead. The book combines the conceptual perspective and a hands-on approach to predictive analytics using SAS VIYA, an analytic and data management platform. The authors use SAS VIYA to focus on analytics to solve problems, highlight how analytics is applied in the airline and business environment, and compare several different modeling techniques. They decipher complex algorithms to demonstrate how they can be applied and explained within improving decisions.TelecommunicationComputational intelligenceData miningBusiness information servicesCommunications Engineering, NetworksComputational IntelligenceData Mining and Knowledge DiscoveryIT in BusinessTelecommunication.Computational intelligence.Data mining.Business information services.Communications Engineering, Networks.Computational Intelligence.Data Mining and Knowledge Discovery.IT in Business.001.42006.312Halawi Leila1082007Clarke AmalGeorge KellyMiAaPQMiAaPQMiAaPQBOOK9910522570603321Harnessing the Power of Analytics2596917UNINA