concept#Machine Learning#Platform#Integration#Software Engineering

Machine Learning Framework

Conceptual overview of software frameworks that structure machine learning workflows and support the path from prototyping to production.

A machine learning framework is a structured software ecosystem that standardizes model development, training, evaluation, and deployment workflows.

Maturity

Established

Cognitive loadHigh

360° overview

Six perspectives place the building block in context. The numbers show where each perspective continues in the reading path.

The building block at a glance

Machine Learning Framework

360°

2

2

Integrations

Kubernetes for orchestration and scaling

+2

1

Clear separation of experiment, training and production pipelines

Value stream stage: Build

4

3

4