Learning Path
Question & Answer1
Understand Question2
Review Options3
Learn Explanation4
Explore TopicChoose the Best Answer
A
It allows for the measurement of physical characteristics to identify species.
B
It provides a random selection of species without any measurement.
C
It only includes one species, limiting classification options.
D
It is only applicable for clustering tasks, not classification.
Understanding the Answer
Let's break down why this is correct
Answer
The Iris dataset contains measurements of sepal length, sepal width, petal length, and petal width for 150 iris flowers, with each flower labeled as one of three species. By using these four numerical features, a teacher can show students how a simple algorithm, such as a nearest‑neighbor rule, can look at a new flower’s measurements and find the most similar recorded flower to guess its species. The dataset’s balanced size lets learners split the data into training and testing sets to see how accurately the algorithm predicts unseen examples, illustrating concepts like bias and variance. For example, a flower with a petal length of 5. 0 cm and width of 1.
Detailed Explanation
The dataset records the lengths and widths of sepals and petals. Other options are incorrect because The dataset does not give random names; it contains precise measurements; The dataset includes three species, not one.
Key Concepts
Data Classification
Iris Dataset Features
Machine Learning Algorithms
Topic
Iris Dataset
Difficulty
easy level question
Cognitive Level
understand
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