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Reactive Machine Learning & Functional Programming
Problem
Machine Learning
Reactive Systems
Responsive
Resilient Elastic
Message-Driven
Responsive
Resilient
Elastic
Message-Driven
Responsive
Resilient Elastic
Message-Driven
ReplicationIsolation/
ContainmentSupervision/
Delegation
Replication
Isolation/Containment
Supervision/Delegation
ReplicationIsolation/
ContainmentSupervision/
Delegation
Example
Data Collection Events
Data Collection Events
Data Collection Events
Data Collection Events
Data Collection Events
Functional Transformations
Functional Transformations
Functional Transformations
Functional Transformations
Functional Transformations
Responsive
Resilient Elastic
Message-Driven
ReplicationIsolation/
ContainmentSupervision/
Delegation
Mario Pipelines
Mario Pipelines
Mario Pipelines
Default Models
Default Models
Default Models
Default Models
Default Models
Models as Pure Functions
Models as Pure Functions
Models as Pure Functions
Models as Pure Functions
Models as Pure Functions
Models as Pure Functions
Modeling Events
Modeling Events
Model Supervisor
Model Supervisor
Model Supervisor
French Bulldog Model
Model Supervisor
French Bulldog Model
Model Supervisor
Lapdog Model
French Bulldog Model
Model Supervisor
Lapdog Model
French Bulldog Model
Model Supervisor
Lapdog Model
French Bulldog Model
Model Supervisor
Lapdog Model
French Bulldog Model
Model Supervisor
Lapdog Model
French Bulldog Model
French Bulldog Model
Model Supervisor
Lapdog Model
French Bulldog Model
French Bulldog Model
Model Supervisor
No one likes dogs!
Lapdog Model
French Bulldog Model
French Bulldog Model
Model Supervisor
No one likes dogs!
Lapdog Model
French Bulldog Model
French Bulldog Model
Model Supervisor
Lapdog Model
French Bulldog Model
French Bulldog Model
Model Supervisor
Lapdog Model
French Bulldog Model
French Bulldog Model
Model Supervisor
Lapdog Model
French Bulldog Model
French Bulldog Model
Model Supervisor
Lapdog Model
French Bulldog Model
French Bulldog Model
Model Supervisor
Lapdog Model
French Bulldog Model
Model Supervisor
Lapdog Model
French Bulldog Model
Model Supervisor
No one likes dogs!
Lapdog Model
French Bulldog Model
Model Supervisor
No one likes dogs!
Greek Chorus Architecture
Reactive Machine Learning & Functional Programming
Responsive
Resilient Elastic
Message-Driven
ReplicationIsolation/
ContainmentSupervision/
Delegation
Results
Resources• Reactive Persistence Interaction
• http://reactivemongo.org/
• http://websudos.github.io/phantom/
• https://github.com/softwaremill/reactive-kafka
Resources• Spark Pipelines
• https://github.com/intentmedia/mario
• http://blogs.aws.amazon.com/bigdata/post/Tx21LOP0UQ2ZA9N/Large-Scale-Machine-Learning-with-Spark-on-Amazon-EMR
• Reactive Microservices
• https://www.typesafe.com/activator/template/akka-http-microservice
Appendix
Service Hierarchy
Model Routing
![Java High Performance Reactive Programmingiproduct.org/.../04/IPT_Reactive_Programming_Java.pdf · Reactive Programming. Functional Programing Reactive Programming [Wikipedia]: a](https://img.pdfslide.us/doc/110x75/5ec60814df097e0643499b13/java-high-performance-reactive-reactive-programming-functional-programing-reactive.jpg)
