Roadmaps

A generic implementation roadmap that can facilitate MLOps for any ML problem in detail. This roadmap is intended for reducing problem solutioning, and using problem solving instead.

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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