Software Engineering › Key terms › Y12 Software Automation › MLOps design stage
MLOps design stage
Definition
Define the business problem, refactor it into a machine learning problem, define success metrics and research the available data.
Example: Success metric: 95% accuracy.
Found in: course specifications, school notes.
Where it is used in the test
Syllabus area: Y12 Software Automation.
Question types it can appear in
- Short answer: Define, outline or explain it and tie it to the scenario.
- Multiple choice: Pick the option that matches the definition or example.
- Drag into order: Know where it sits in the sequence.
No past question in this bank is linked to this term yet. It can still be tested through the question types above.
Study links
- Flashcard: MLOps design stage in Software Automation (Year 12) · study that set
- Memorise: AI v ML; ML supporting automation (DevOps, RPA, BPA)
How to use it in an answer
A model sentence
“Define the business problem, refactor it into a machine learning problem, define success metrics and research the available data.” Then apply it: Success metric: 95% accuracy.
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
No linked question shows the command word for this term. Across the past short answer questions in this bank the words used most are: Explain, Outline, Describe, Compare, Classify, Analyse. Check the actual word in your question.
Technique for the question types
- Short answer: One clear point per mark, use the stimulus and course terms, and answer the command word.
- Multiple choice: Read all four options, rule out wrong ones, pick one; no penalty for guessing so never leave blank.
- Drag into order: Put the steps in the correct order; know the SDLC order and the web request order.
Common mistakes
- Use the term exactly as the syllabus words it, then link it to the scenario in the question; the 2025 feedback repeatedly rewards using the stimulus.
- Answer the command word: outline gives main points only, explain gives a reason or cause, discuss gives both sides.
Related terms
Same group in the syllabus: MLOps · MLOps model development stage · MLOps operations stage · Neural network training and execution cycle