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AIF-C01 practice question: Generative AI concepts (5 of 5)

Fundamentals of Generative AI A free question from our original AIF-C01 practice exam. Try it, then open the answer to see why each option is right or wrong.

A research lab is planning the lifecycle of a new foundation model. Put these lifecycle stages in order, first stage first.

Put these 5 steps in order.

  1. A. Fine-tune the model on smaller, task-specific datasets
  2. B. Collect feedback from use to guide the next improvements
  3. C. Pre-train the model on a very large, broad dataset
  4. D. Deploy the model so that applications can use it
  5. E. Evaluate the model against benchmarks and requirements
Show the answer and explanation

Correct order: C, A, E, D, B

  1. C. Pre-train the model on a very large, broad dataset First of these stages: pre-training gives the model its general knowledge, and everything else builds on it.
  2. A. Fine-tune the model on smaller, task-specific datasets Second: fine-tuning adapts a model that has already been pre-trained.
  3. E. Evaluate the model against benchmarks and requirements Third: the tuned model is tested before anyone decides to deploy it.
  4. D. Deploy the model so that applications can use it Fourth: only an evaluated model is released for use.
  5. B. Collect feedback from use to guide the next improvements Fifth: feedback from real use comes after deployment and feeds the next iteration.

Explanation

The exam guide describes the FM lifecycle as data selection, model selection, pre-training, fine-tuning, evaluation, deployment and feedback. Pre-training on broad data creates general capability, fine-tuning specialises it, evaluation checks it, deployment makes it available, and feedback drives the next round.

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