Reactive for Machine Learning Teams

Jeff Smith @jeffksmithjr

Context

Machine Learning

Classification

History

Naive ML Architecture

Components

Data Collectors

Pipelines

Raw Data FeaturesFeature Generation Pipeline

Raw Data FeaturesFeature Generation Pipeline

Model Publishers

Model Servers and Microservices

Model Metrics

Model Supervisors

Reactive

Reactive

Reactive Traits

Responsive

Elastic

Resilient

Message Driven

Reactive Strategies

Reactive Machine Learning

Data

Data

Data

Getting Reactive

Big, Fast, & Hairy

Beginning

Time

Communication

Failure Load

Request

Response

System

Reactive Traits

Reactive Strategies

Building on Success

Metrics & Instrumentation

Containment

Impact

For Later

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Questions @jeffksmithjr