Advanced Machine Learning with R : Tackle data analytics and machine learning challenges and build complex applications with R 3.5 /: Tackle data analytics and machine learning challenges and build complex applications with R 3.5. (2019)

• Record Type: Book
• Further Information: Note: Cory Lesmeister, Dr. Sunil Kumar Chinnamgari.
• Authors: Lesmeister, Cory; Dr, Chinnamgari, Sunil Kumar
• Contents: Table of ContentsPreparing and Understanding DataLinear RegressionLogistic RegressionAdvanced Feature Selection in Linear ModelsK-Nearest Neighbors and Support Vector MachinesTree-Based ClassificationNeural Networks and Deep LearningCreating Ensembles and Multiclass MethodsCluster AnalysisPrincipal Component AnalysisAssociation AnalysisTime Series and CausalityText MiningExploring the Machine Learning LandscapePredicting Employee Attrition Using Ensemble ModelsImplementing a Joke Recommendation EngineSentiment Analysis of Amazon Reviews with NLPCustomer Segmentation Using Wholesale DataImage Recognition Using Deep Neural NetworksCredit Card Fraud Detection Using AutoencodersAutomatic Prose Generation with Recurrent Neural NetworksWinning the Casino Slot Machines with Reinforcement Learning.
• Publisher Details: Birmingham : Packt Publishing
• Publication Date: 2019
• Extent: 1 online resource (664 pages)
• Subjects: Computers -- Intelligence (AI) & Semantics; Computers -- Neural Networks; Artificial intelligence; Neural networks & fuzzy systems; Computers -- Data Processing; Data capture & analysis
• Languages: English
• ISBNs: 9781838645748; 1838645748
• Related ISBNs: 9781838641771
• 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.