Search icon CANCEL
Subscription
0
Cart icon
Your Cart (0 item)
Close icon
You have no products in your basket yet
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
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

Arrow left icon
Product type Paperback
Published in Apr 2019
Publisher Packt
ISBN-13 9781789345070
Length 220 pages
Edition 1st Edition
Languages
Arrow right icon
Authors (2):
Arrow left icon
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
Arrow right icon
View More author details
Toc

Table of Contents (9) Chapters Close

Preface 1. Introduction to Machine Learning with Scala FREE CHAPTER 2. Scala for Regression Analysis 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...

lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at $19.99/month. Cancel anytime
Banner background image