reactive for machine learning teams

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Post on 16-Apr-2017

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  • 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

  • Use the code ctwsacon17 for 40% off

  • x.ai @xdotai hello@human.x.ai New York, New York

  • Questions @jeffksmithjr

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