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Table of Contents

Landscape of ML models

  • Introduction
  • Learning models
  • Hybrid models
  • Statistical models
  • Human-In-The-Loop models

MLOps structure

  • Introduction
  • Small data ops
  • Big data ops
  • Hybrid MLOps
  • Large-scale MLOps

Implementing roadmap

  • Introduction
  • ML development
  • Transition to operations
  • Operations

Factors for success

  • Introduction
  • Data
  • Requirements
  • Introduction

Introduction#

What?#

MLOps structure.

Why?#

Identify a suitable ML solution to a problem.

How?#

  • Small data ops

  • Big data ops

  • Hybrid MLOps

  • Large-scale MLOps

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Human-In-The-Loop models

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Small data ops

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