nerdexam
Microsoft

AI-900 · Question #175

You have a dataset. You need to build an Azure Machine Learning classification model that will identify defective products. What should you do first?

The correct answer is A. Load the dataset. The initial step in building any Azure Machine Learning model is to load the dataset, making it accessible for subsequent processing and model development.

Submitted by marco_it· Mar 30, 2026Describe fundamental principles of machine learning on Azure

Question

You have a dataset. You need to build an Azure Machine Learning classification model that will identify defective products. What should you do first?

Options

  • ALoad the dataset.
  • BCreate a clustering model.
  • CSplit the data into training and testing datasets.
  • DCreate a classification model.

How the community answered

(64 responses)
  • A
    94% (60)
  • B
    2% (1)
  • C
    3% (2)
  • D
    2% (1)

Why each option

The initial step in building any Azure Machine Learning model is to load the dataset, making it accessible for subsequent processing and model development.

ALoad the dataset.Correct

Before any data preparation, feature engineering, model selection, or training can occur, the raw dataset must first be loaded and ingested into the machine learning environment, making it available for use.

BCreate a clustering model.

Creating a clustering model is irrelevant as the problem specifies building a classification model, and it is a model creation step, not the first data access step.

CSplit the data into training and testing datasets.

Splitting the data into training and testing datasets is a crucial preprocessing step, but it can only be performed after the dataset has been successfully loaded.

DCreate a classification model.

Creating a classification model is a later stage in the machine learning workflow, which comes after data loading, preparation, and often feature engineering.

Concept tested: ML Workflow - Data Loading

Source: https://learn.microsoft.com/en-us/azure/machine-learning/tutorial-design-first-pipeline?view=azureml-api-2

Topics

#Azure Machine Learning#ML workflow#data loading#classification models

Community Discussion

No community discussion yet for this question.

Full AI-900 Practice