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Model design

As explained in Delivering Machine Learning Projects: From design to deployment

Model design is the specification of a machine learning model's intended structure, inputs, outputs, and behavior.

Model design specifies a model’s structure, inputs, outputs, and behavior while balancing required function, nonfunctional constraints, available data, and the production environment. section 7.3

Turn the design into an explicit project ticket:

  • Decompose the overall problem into tasks, select components for the inductive biases demanded by the data, and define how component outputs will be fused. section 7.3
  • Record design decisions, experiments, investigations, and evaluation details so the model remains reproducible and the team avoids repeating work or optimizing validation artefacts. section 7.4.1

Project artifact

Place a Model design deliverable alongside the data survey, data test plan, feature engineering report, model evaluation report, and implementation documentation so decisions can be reviewed and signed off. section 4.3.5

How Delivering Machine Learning Projects: From design to deployment covers it

How deep it goes
Explains decomposition, component selection, output composition, documentation, experimentation, and leakage risks without detailing algorithms.
Examples
Uses a model design ticket, documented experiments, component compositions, and a project documentation plan as concrete artifacts.
What it assumes
Requires awareness of available data and the production environment that will operate the model.
What you can do after
Build it from scratch by specifying model tasks, components, composition schemes, constraints, and reproducible design records.
How it connects
Connects model design with inductive bias, data leakage, model evaluation, training data, validation data, documentation, and production environments.

Related concepts

This explainer was generated by Manning's knowledge graph from the text of Delivering Machine Learning Projects: From design to deployment. The section links point to the parts of the book it draws on.