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AI0-001 Implementing AI Solutions Practice Question

A team is building a document intelligence application that extracts key fields from invoices. They have 10,000 labeled invoices. What is the first step in the AI project lifecycle?

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

Problem definition – specify which fields to extract and accuracy targets

Problem definition must come first to scope the project, define success criteria, and decide what fields to extract before any data work.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Model selection – choose a pre-trained vision transformer

    Why it's wrong here

    Model selection should be based on problem requirements and data characteristics, so it comes after problem definition and data understanding.

  • Data preparation – clean and normalize the invoice images

    Why it's wrong here

    Data preparation assumes the problem is already defined; it should follow problem definition.

  • Problem definition – specify which fields to extract and accuracy targets

    Why this is correct

    Problem definition sets the scope and goals, ensuring the team works toward a clear objective before any other lifecycle stage.

  • Data acquisition – collect additional invoices from public sources

    Why it's wrong here

    Acquiring data before defining the problem may lead to collecting irrelevant data; problem definition should guide data needs.

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