What is a confusion matrix in machine learning?
An example of an AI chatbot conversation about confusion matrices in machine learning.
What is a confusion matrix in machine learning?
A confusion matrix is a table used to evaluate the performance of a classification model. It summarizes the correct and incorrect predictions.
Can you explain the components of a confusion matrix?
Sure! A confusion matrix typically includes True Positives, True Negatives, False Positives, and False Negatives.
How do I interpret the values in a confusion matrix?
You interpret the values by looking at how many predictions were correct versus incorrect. For example, True Positives indicate correct positive predictions.
What metrics can I derive from a confusion matrix?
You can derive metrics like accuracy, precision, recall, and F1 score from a confusion matrix.
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