Discuss the below:
Q: A machine to detect improper welds in a fabricating shop detects 80 percentage of all improper welds but it also incorrectly indicates an improper weld on 5 percentage of satisfactory welds. Past experience indicates that 10 percentage of all welds are improper. What is the probability that a weld which the machine indicates to be defective is in fact satisfactory?