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If you are ready to dive into the MapReduce framework for processing large datasets, this practical book takes you step by step through the algorithms and tools you need to build distributed MapReduce applications with Apache Hadoop or Apache Spark. Each chapter provides a recipe for solving a massive computational problem, such as building a recommendation system. You’ll learn how to implement the appropriate MapReduce solution with code that you can use in your projects.
Dr. Mahmoud Parsian covers basic design patterns, optimization techniques, and data mining and machine learning solutions for problems in bioinformatics, genomics, statistics, and social network analysis. This book also includes an overview of MapReduce, Hadoop, and Spark.
Topics include:
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Market basket analysis for a large set of transactions
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Data mining algorithms (K-means, KNN, and Naive Bayes)
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Using huge genomic data to sequence DNA and RNA
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Naive Bayes theorem and Markov chains for data and market prediction
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Recommendation algorithms and pairwise document similarity
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Linear regression, Cox regression, and Pearson correlation
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Allelic frequency and mining DNA
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Social network analysis (recommendation systems, counting triangles, sentiment analysis)
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Reuse Methodology Manual for System-on-a-Chip DesignsReuse Methodology Manual for System-on-a-Chip Designs, Third Edition outlines a set of best practices for creating reusable designs for use in an SoC design methodology. These practices are based on the authors' experience in developing reusable designs, as well as the experience of design teams in many companies around the world.... | | Design of Structural SteelworkThis second edition of Design of Structural Steelwork presents the essential design aspects of steel as a structural material. It has been carefully revised and updated to provide a modern introduction to the subject, assuming only a basic knowledge of structural analysis and solid mechanics.
Instruction in structural design has... | | Introducing Maya 2009If you’re new to Maya, the industry-leading 3D animation and effects software, Introducing Maya includes step-by-step tutorials and easy-to-follow explanations to teach you the basics and nuances of this complex software. Whether you’re a student or a hobbyist, you can learn all about the Maya interface and the fundamentals of... |
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