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PROFESSIONAL-MACHINE-LEARNING-ENGINEER · Question #25

Your team has been tasked with creating an ML solution in Google Cloud to classify support requests for one of your platforms. You analyzed the requirements and decided to use TensorFlow to build…

The correct answer is C. Use an established text classification model on AI Platform to perform transfer learning. It allows you to build a classifier quickly and easily without having to build a new model from scratch. Transfer learning is a technique that can be used to transfer the knowledge from a pre- trained model to a new model. In this case, you would use an established text…

Submitted by parkjh· Apr 18, 2026ML model development

Question

Your team has been tasked with creating an ML solution in Google Cloud to classify support requests for one of your platforms. You analyzed the requirements and decided to use TensorFlow to build the classifier so that you have full control of the model's code, serving, and deployment. You will use Kubeflow pipelines for the ML platform. To save time, you want to build on existing resources and use managed services instead of building a completely new model. How should you build the classifier?

Options

  • AUse the Natural Language API to classify support requests.
  • BUse AutoML Natural Language to build the support requests classifier.
  • CUse an established text classification model on AI Platform to perform transfer learning.
  • DUse an established text classification model on AI Platform as-is to classify support requests.

How the community answered

(32 responses)
  • A
    6% (2)
  • B
    13% (4)
  • C
    78% (25)
  • D
    3% (1)

Explanation

It allows you to build a classifier quickly and easily without having to build a new model from scratch. Transfer learning is a technique that can be used to transfer the knowledge from a pre- trained model to a new model. In this case, you would use an established text classification model that has been trained on a large dataset of text documents. You would then fine-tune the model on your dataset of support requests.

Topics

#Transfer Learning#Google Cloud AI Platform#Custom TensorFlow Models#Text Classification

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