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Author:   Cory Lesmeister ,  Dr. Sunil Kumar Chinnamgari
Publisher:   Packt Publishing Limited
Imprint:   Packt Publishing Limited
ISBN:  

9781838641771

ISBN 10:   1838641777
Pages:   664
Publication Date:   20 May 2019
Audience:   General/trade ,  General
Format:   Paperback
Publisher's Status:   Active
Availability:   Available To Order  
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Table of Contents

Table of Contents Preparing and Understanding Data Linear Regression Logistic Regression Advanced Feature Selection in Linear Models K-Nearest Neighbors and Support Vector Machines Tree-Based Classification Neural Networks and Deep Learning Creating Ensembles and Multiclass Methods Cluster Analysis Principal Component Analysis Association Analysis Time Series and Causality Text Mining Exploring the Machine Learning Landscape Predicting Employee Attrition Using Ensemble Models Implementing a Joke Recommendation Engine Sentiment Analysis of Amazon Reviews with NLP Customer Segmentation Using Wholesale Data Image Recognition Using Deep Neural Networks Credit Card Fraud Detection Using Autoencoders Automatic Prose Generation with Recurrent Neural Networks Winning the Casino Slot Machines with Reinforcement Learning

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Author Information

Cory Lesmeister has over fourteen years of quantitative experience and is currently a senior data scientist for the advanced analytics team at Cummins, Inc. in Columbus, Indiana. He has spent 16 years at Eli Lilly and Company in sales, market research, Lean Six Sigma, marketing analytics, and new product forecasting. He also has several years of experience in the insurance and banking industries, both as a consultant and as a manager of marketing analytics. A former US Army active duty and reserve officer, Cory was stationed in Baghdad, Iraq, in 2009 serving as the strategic advisor to the 29,000-person Iraqi Oil Police, succeeding where others failed by acquiring and delivering promised equipment to help the country secure and protect its oil infrastructure. He has a BBA in aviation administration from the University of North Dakota and a commercial helicopter license. Dr. Sunil Kumar Chinnamgari has a Ph.D. in computer science and he specializes in machine learning and natural language processing. He is an AI researcher with more than 14 years of industry experience. Currently, he works in the capacity of a lead data scientist with a US financial giant. He has published several research papers in Scopus and IEEE journals and is a frequent speaker at various meetups. He is an avid coder and has won multiple hackathons. In his spare time, Sunil likes to teach, travel, and spend time with family.

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