DATA ANALYTICS PDF

Efficient Learning Machines

by Mariette Awad, Rahul Khanna

Machine learning techniques provide cost-effective alternatives to traditional methods for extracting underlying relationships between information and data and for predicting future events by processing existing information to train models. Efficient Learning Machines explores the major topics of machine learning, including knowledge discovery, cla...

Forecasting and Assessing Risk of Individual Electricity Peaks

by Maria Jacob, Cláudia Neves, Danica Vukadinović Greetham

The overarching aim of this book is to present self-contained theory and algorithms for investigation and prediction of electric demand peaks. A cross-section of popular demand forecasting algorithms from statistics, machine learning and mathematics is presented, followed by extreme value theory techniques with examples.In order to achieve carbon t...

Industry 4.0 for SMEs

by Dominik T. Matt, Vladimír Modrák, Helmut Zsifkovits

This free book explores the concept of Industry 4.0, which presents a considerable challenge for the production and service sectors. While digitization initiatives are usually integrated into the central corporate strategy of larger companies, smaller firms often have problems putting Industry 4.0 paradigms into practice. Small and medium-sized ent...

Eye Tracking Methodology

by Andrew T. Duchowski

Focusing on recent advances in analytical techniques, this third edition of Andrew Duchowski’s successful guide has been revised and extended. It includes new chapters on calibration accuracy, precision and correction; advanced eye movement analysis; binocular eye movement analysis; practical gaze analytics; eye movement synthesis. Eye Tracking ...

Applied Quantitative Finance

by Wolfgang Karl Härdle, Cathy Yi-Hsuan Chen, Ludger Overbeck

This volume provides practical solutions and introduces recent theoretical developments in risk management, pricing of credit derivatives, quantification of volatility and copula modeling. This third edition is devoted to modern risk analysis based on quantitative methods and textual analytics to meet the current challenges in banking and finance. ...

Presto: The Definitive Guide

by Matt Fuller, Manfred Moser, Martin Traverso

Perform fast interactive analytics against different data sources using the Presto high-performance, distributed SQL query engine. With this practical guide, you'll learn how to conduct analytics on data where it lives, whether it's Hive, Cassandra, a relational database, or a proprietary data store. Analysts, software engineers, and prod...

DevOps for Digital Leaders

by Aruna Ravichandran, Kieran Taylor, Peter Waterhouse

Learn to design, implement, measure, and improve DevOps programs that are tailored to your organization. This concise guide assists leaders who are accountable for the rapid development of high-quality software applications. In DevOps for Digital Leaders, deep collective experience on both sides of the dev - ops divide informs the global thought l...

Technical, Economic and Societal Effects of Manufacturing 4.0

by Mikael Collan, Karl-Erik Michelsen

This open book is among the first cross-disciplinary works about Manufacturing 4.0. It includes chapters about the technical, the economic, and the social aspects of this important phenomenon. Together the material presented allows the reader to develop a holistic picture of where the manufacturing industry and the parts of the society that depend ...