Learn how to choose the right Azure service for predicting ice cream sales based on historic data and weather measurements. Prepare for the Microsoft Fundamental AI Concepts certification exam with this detailed explanation.
Table of Contents
Question
You want to create a model to predict sales of ice cream based on historic data that includes daily ice cream sales totals and weather measurements. Which Azure service should you use?
A. Azure Machine Learning
B. Azure AI Bot Service
C. Azure AI Language
Answer
A. Azure Machine Learning
Explanation
Azure Machine Learning enables you to train a predictive model from the existing data.
For creating a model to predict ice cream sales based on historical sales data and weather measurements, the most suitable Azure service would be Azure Machine Learning.
Azure Machine Learning is a cloud service that allows you to build, train, and deploy predictive analytics solutions and machine learning models using your data. It provides the tools and environment necessary for managing large datasets, training models, and deploying them for use in applications.
In this scenario, you have historic data on daily ice cream sales and weather measurements. This data can be used to train a supervised machine learning model that learns the relationship between weather conditions and ice cream sales. By providing the model with new weather data, it can predict the expected ice cream sales for that day.
Here’s why the other options are not suitable:
B. Azure AI Bot Service is designed for building conversational AI applications, such as chatbots. While it uses machine learning techniques, it is not the appropriate choice for predicting ice cream sales based on historic data and weather measurements.
C. Azure AI Language, part of Azure Cognitive Services, provides pre-built natural language processing (NLP) capabilities, such as sentiment analysis, named entity recognition, and language translation. It is not suitable for predicting ice cream sales based on numeric data like sales totals and weather measurements.
In summary, Azure Machine Learning is the most appropriate service for creating a model to predict ice cream sales based on historic data and weather measurements, as it provides the necessary tools and capabilities for the entire machine learning lifecycle.
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