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Scala Machine Learning Projects

You're reading from   Scala Machine Learning Projects Build real-world machine learning and deep learning projects with Scala

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Product type Paperback
Published in Jan 2018
Publisher Packt
ISBN-13 9781788479042
Length 470 pages
Edition 1st Edition
Languages
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Author (1):
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Md. Rezaul Karim Md. Rezaul Karim
Author Profile Icon Md. Rezaul Karim
Md. Rezaul Karim
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Toc

Table of Contents (13) Chapters Close

Preface 1. Analyzing Insurance Severity Claims FREE CHAPTER 2. Analyzing and Predicting Telecommunication Churn 3. High Frequency Bitcoin Price Prediction from Historical and Live Data 4. Population-Scale Clustering and Ethnicity Prediction 5. Topic Modeling - A Better Insight into Large-Scale Texts 6. Developing Model-based Movie Recommendation Engines 7. Options Trading Using Q-learning and Scala Play Framework 8. Clients Subscription Assessment for Bank Telemarketing using Deep Neural Networks 9. Fraud Analytics Using Autoencoders and Anomaly Detection 10. Human Activity Recognition using Recurrent Neural Networks 11. Image Classification using Convolutional Neural Networks 12. Other Books You May Enjoy

High Frequency Bitcoin Price Prediction from Historical and Live Data

Bitcoin is a worldwide cryptocurrency and digital payment system considered the first decentralized digital currency, since the system works without a central repository or single administrator. In recent times, it has gained much popularity and attention among people around the world.

In this chapter, we will see how to develop a real-life project using Scala, Spark ML, Cryptocompare API, and Bitcoin historical (and live) data to predict the price for an upcoming week, month, and so on that help us taking automated decision for online cryptocurrency. In addition to this, we will see how to generate a simple signal for online Bitcoin trading.

Briefly, we will learn the following topics throughout this end-to-end project:

  • Bitcoin, cryptocurrency, and online trading
  • Historical and live-price data collection
  • High...
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