MLOps

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Definition

The automated process of designing, training and deploying ML models, borrowing the principles of DevOps. The three stages are Design, Model development and Operations.

Example: Design, then model development, then operations.

Found in: course specifications, school notes.

Short version to memorise (key terms bank)

Design, model development and operations stages for ML.

Where you'll use it in the test

Syllabus area: Y12 Software Automation.

Question types it can appear in

Multiple choice: Pick the option that matches the definition or example.
Short answer: Define, outline or explain it and tie it to the scenario.
Drag into order: Order the MLOps stages

Where it has appeared in the paper

Software Automation (Part A). Part letters follow each paper’s own layout.

How to use it

A model sentence

General advice, built from the definition and example above

“The automated process of designing, training and deploying ML models, borrowing the principles of DevOps.” Then apply it: Design, then model development, then operations.

In a short answer, give the definition in your own words first, then tie it to the situation in the question. Do not copy the example above unless it fits the scenario.

Command words used with it

From the linked past questions

Identify: Recognise and name. (2025 HSC Q11 (1 mark): DevOps)

Official worked answer

2025 HSC Q11 (1 mark): DevOps (1 mark): official criteria and sample answer

Criteria

1: Identifies ALL the items that are key principles of DevOps.

Sample answer

Rapid feedback; Automation of repetitive tasks; Collaboration and shared ownership.

Open the question page

Go deeper

Flashcard: MLOps in Software Automation (Year 12) · study that set
Memorise: AI v ML; ML supporting automation (DevOps, RPA, BPA)
Key terms bank entry: MLOps
Full term page: every question, note and marking comment for MLOps

Check yourself

Explain “MLOps” in one sentence, give an example, and name a question type that could test it.

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