Architecture Component Breakdown

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Achitecture Component Breakdown - Train by batch, predict on the fly

High Level Archetecture

• Data Layer : access to all of our data sources which simplifies the challenge of data reproducibility
• Feature Layer : responsible for generating feature data in a transparent, reusable and scalable manner
• Scoring Layer : tranforms features into predictions. Scikit-learn is the industry standard for this layer
• Evaluation Layer : check the equivalence of two models(live vs. training). This layer can be used to monitor production models

Diagram : Train by batch, predict on the fly, serve via REST API

• CI/CD Pipeline(Continuous Integration, Continuous Delivery)

  애플리케이션 개발 단계를 자동화하여 애플리케이션을 보다 짧은 주기로 고객에게 제공하는 방법

System Diagram