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Machine Learning with Scala Quick Start Guide

You're reading from   Machine Learning with Scala Quick Start Guide Leverage popular machine learning algorithms and techniques and implement them in Scala

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Product type Paperback
Published in Apr 2019
Publisher Packt
ISBN-13 9781789345070
Length 220 pages
Edition 1st Edition
Languages
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Authors (2):
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Md. Rezaul Karim Md. Rezaul Karim
Author Profile Icon Md. Rezaul Karim
Md. Rezaul Karim
Ajay Kumar N Ajay Kumar N
Author Profile Icon Ajay Kumar N
Ajay Kumar N
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Toc

Table of Contents (9) Chapters Close

Preface 1. Introduction to Machine Learning with Scala 2. Scala for Regression Analysis FREE CHAPTER 3. Scala for Learning Classification 4. Scala for Tree-Based Ensemble Techniques 5. Scala for Dimensionality Reduction and Clustering 6. Scala for Recommender System 7. Introduction to Deep Learning with Scala 8. Other Books You May Enjoy

Summary

In this chapter, we saw how to classify cancer patients on the basis of tumor types from a very high-dimensional gene expression dataset curated from TCGA. Our LSTM architecture managed to achieve 99% accuracy, which is outstanding. Nevertheless, we discussed many aspects of DL4J, which will be helpful in upcoming chapters. Finally, we saw answers to some frequent questions related to this project, LSTM networks, and DL4J hyperparameters/network tuning.

This is, more or less, the end of our little journey in developing ML projects using Scala and different open source frameworks. Throughout these chapters, I have tried to provide you with several examples of how to use these wonderful technologies efficiently for developing ML projects. While writing this book, I had to keep many constraints in my mind; for example, the page count, API availability, and of course, my expertise...

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