Machine Learning with R : Expert techniques for predictive modeling, 3rd Edition /: Expert techniques for predictive modeling, 3rd Edition. (2019)

• Record Type: Book
• Further Information: Note: Brett Lantz.
• Authors: Lantz, Brett
• Contents: Table of ContentsIntroducing Machine LearningManaging and Understanding DataLazy Learning – Classification Using Nearest NeighborsProbabilistic Learning – Classification Using Naive BayesDivide and Conquer – Classification Using Decision Trees and RulesForecasting Numeric Data – Regression MethodsBlack Box Methods – Neural Networks and Support Vector MachinesFinding Patterns – Market Basket Analysis Using Association RulesFinding Groups of Data – Clustering with k-meansEvaluating Model PerformanceImproving Model PerformanceSpecialized Machine Learning Topics.
• Edition: Third edition
• Publisher Details: Birmingham : Packt Publishing
• Publication Date: 2019
• Extent: 1 online resource (458 pages)
• Subjects: Computers -- Database Management -- Data Mining; Computers -- Programming -- Algorithms; Algorithms & data structures; Data mining; Computers -- Intelligence (AI) & Semantics; Artificial intelligence
• Languages: English
• ISBNs: 9781788291552; 1788291557
• Related ISBNs: 9781788295864
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.