Machine Learning Systems

List of Listings

Chapter 1. Learning reactive machine learning

Listing 1.1. A simple model

Listing 1.2. A Pooch Predictor model

Chapter 2. Using reactive tools

Listing 2.1. A map of votes

Listing 2.2. Handling no votes using pattern matching

Listing 2.3. Setting default values on maps

Listing 2.4. A remote “database”

Listing 2.5. Futures-based remote calls

Listing 2.6. Futures-based timeouts

Listing 2.7. An unreliable database

Listing 2.8. A vote case class

Listing 2.9. A vote-writing actor

Listing 2.10. A supervisory actor

Listing 2.11. Full voting app

Listing 2.12. Basic Spark setup

Listing 2.13. Handling the data path

Listing 2.14. Loading training and testing data

Listing 2.15. Training a model

Listing 2.16. Testing a model

Listing 2.17. ...