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Scala Machine Learning Projects

Scala Machine Learning Projects

By : Md. Rezaul Karim
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Scala Machine Learning Projects

Scala Machine Learning Projects

By: Md. Rezaul Karim

Overview of this book

Machine learning has had a huge impact on academia and industry by turning data into actionable information. Scala has seen a steady rise in adoption over the past few years, especially in the fields of data science and analytics. This book is for data scientists, data engineers, and deep learning enthusiasts who have a background in complex numerical computing and want to know more hands-on machine learning application development. If you're well versed in machine learning concepts and want to expand your knowledge by delving into the practical implementation of these concepts using the power of Scala, then this book is what you need! Through 11 end-to-end projects, you will be acquainted with popular machine learning libraries such as Spark ML, H2O, DeepLearning4j, and MXNet. At the end, you will be able to use numerical computing and functional programming to carry out complex numerical tasks to develop, build, and deploy research or commercial projects in a production-ready environment.
Table of Contents (13 chapters)
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Population scale clustering and geographic ethnicity


Next-generation genome sequencing (NGS) reduces overhead and time for genomic sequencing, leading to big data production in an unprecedented way. In contrast, analyzing this large-scale data is computationally expensive and increasingly becomes the key bottleneck. This increase in NGS data in terms of number of samples overall and features per sample demands solutions for massively parallel data processing, which imposes extraordinary challenges on machine learning solutions and bioinformatics approaches. The use of genomic information in medical practice requires efficient analytical methodologies to cope with data from thousands of individuals and millions of their variants.

One of the most important tasks is the analysis of genomic profiles to attribute individuals to specific ethnic populations, or the analysis of nucleotide haplotypes for disease susceptibility. The data from the 1000 Genomes project serves as the prime source to analyze...

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Tech Concepts
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Programming languages
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