questions in your own words: ● What is precision, recall, sensitivity, and specificity? How would you explain it to someone new to the field of machine learning? ● What is the precision/recall trade-off? Provide an unique example to illustrate the concept. ● Explain the ROC curve and how it is used.

Database System Concepts
7th Edition
ISBN:9780078022159
Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Chapter1: Introduction
Section: Chapter Questions
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watch the following videos from the YouTube channel StatQuest:
● Machine Learning Fundamentals: Sensitivity and Specificity
● ROC and AUC, Clearly Explained!
After reading and watching those videos, you should write a short essay that answers the following
questions in your own words:
● What is precision, recall, sensitivity, and specificity? How would you explain it to someone new to
the field of machine learning?
● What is the precision/recall trade-off? Provide an unique example to illustrate the concept.
● Explain the ROC curve and how it is used.

Expert Solution
What is Artificial intelligence:

1. The simulation of human intelligence processes by machines, particularly computer systems, is known as artificial intelligence.

2. Expert systems, natural language processing, speech recognition, and machine vision are examples of AI applications.

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