E-book details

Scala Machine Learning Projects. Build real-world machine learning and deep learning projects with Scala

Scala Machine Learning Projects. Build real-world machine learning and deep learning projects with Scala

Md. Rezaul Karim

Ebook
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.
  • 1. Analyzing Insurance Severity Claim
  • 2. Analyzing Outgoing Customers through Churn Prediction
  • 3. High Frequency Bitcoin Price Prediction from Historical and Live Data
  • 4. Population Scale Clustering and Ethnicity Analysis
  • 5. Topic Modelling in NLP: A Better Insight to Large-Scale Texts
  • 6. Model-based Movie Recommendation Engine
  • 7. Deep Reinforcement Learning using Markov Decision Process (MDP)
  • 8. Using Deep Belief Networks in Bank Marketing
  • 9. Fraud Analytics using Autoencoders and Anomaly Detection
  • 10. Human Activity Recognition using RNN
  • 11. Image Classification using CNN
  • Title: Scala Machine Learning Projects. Build real-world machine learning and deep learning projects with Scala
  • Author: Md. Rezaul Karim
  • Original title: Scala Machine Learning Projects. Build real-world machine learning and deep learning projects with Scala
  • ISBN: 9781788471473, 9781788471473
  • Date of issue: 2018-01-31
  • Format: Ebook
  • Item ID: e_14u7
  • Publisher: Packt Publishing