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DP-100 · Question #99

You are designing a solution for a company. The solution will use model training for objective classification. You need to design the solution. What should you recommend?

The correct answer is E. a Spark application that uses Spark MLib. The task involves designing a solution for model training for objective classification.

Design and prepare a machine learning solution

Question

You are designing a solution for a company. The solution will use model training for objective classification. You need to design the solution. What should you recommend?

Options

  • Aan Azure Cognitive Services application
  • Ba Spark Streaming job
  • Cinteractive Spark queries
  • DPower BI models
  • Ea Spark application that uses Spark MLib.

How the community answered

(54 responses)
  • A
    17% (9)
  • B
    2% (1)
  • C
    6% (3)
  • D
    4% (2)
  • E
    72% (39)

Why each option

The task involves designing a solution for model training for objective classification.

Aan Azure Cognitive Services application

An Azure Cognitive Services application provides pre-trained AI models via APIs for specific tasks, but it is not typically used for custom model training with unique datasets for objective classification.

Ba Spark Streaming job

A Spark Streaming job is designed for processing live data streams, which is related to data ingestion, transformation, and near real-time analytics, not directly for machine learning model training.

Cinteractive Spark queries

Interactive Spark queries are primarily for ad-hoc data exploration and analysis, not for the systematic process of machine learning model training.

DPower BI models

Power BI models are used for data visualization, reporting, and business intelligence, not for machine learning model training.

Ea Spark application that uses Spark MLib.Correct

A Spark application that uses Spark MLlib is an ideal solution for model training for objective classification, as MLlib provides a scalable machine learning library with various classification algorithms suitable for large datasets within the Apache Spark ecosystem.

Concept tested: Apache Spark MLlib for machine learning training

Source: https://learn.microsoft.com/en-us/azure/databricks/machine-learning/train-model-mlflow/spark-ml

Topics

#Spark MLlib#Model Training#Classification#ML Solution Design

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