a new disease based on symptoms present in a blood sample. You have been select part of the team responsible for the development of the model. Belo is a block diag the system. Inputs Processing Output The accuracy in the output depends on the correct inputs. The model designed is su to be evaluated to determine the accuracy and it is supposed to function in a super

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
Problem 1PE
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The Ghana health service requested for a machine learning model to detect the presence of
a new disease based on symptoms present in a blood sample. You have been selected to be
part of the team responsible for the development of the model. Belo is a block diagram of
the system.
Inputs
Processing
Output
The accuracy in the output depends on the correct inputs. The model designed is supposed
to be evaluated to determine the accuracy and it is supposed to function in a supervised
way. Hence the data sets can affect the model and vice versa.
Given
P(Model|Data)P(Data)
P(Model)
following statements are true with a formal mathematical proof.
or P(D|M) = P(M|D)P(D)
p(M)
P(Data|Model)
show that the
Show that
P(M|D)P(D|M')(1-P(M))+(1-P(D|M)P(M))]
a. P(D|M)
1-р(м)
b. P(D) = P(D|M')(1 – P(M)) + (1 – P(D'/M)P(M) )
Transcribed Image Text:The Ghana health service requested for a machine learning model to detect the presence of a new disease based on symptoms present in a blood sample. You have been selected to be part of the team responsible for the development of the model. Belo is a block diagram of the system. Inputs Processing Output The accuracy in the output depends on the correct inputs. The model designed is supposed to be evaluated to determine the accuracy and it is supposed to function in a supervised way. Hence the data sets can affect the model and vice versa. Given P(Model|Data)P(Data) P(Model) following statements are true with a formal mathematical proof. or P(D|M) = P(M|D)P(D) p(M) P(Data|Model) show that the Show that P(M|D)P(D|M')(1-P(M))+(1-P(D|M)P(M))] a. P(D|M) 1-р(м) b. P(D) = P(D|M')(1 – P(M)) + (1 – P(D'/M)P(M) )
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