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Case Study: A startup company Shopaa has a problem where they are overhiring. Some employees are laid off to reduce company expenses The company needs you to evaluate which ones should be laid off by creating a classification system. You will create a classification system using the Spark ML library. This classification system aims to analyze whether the employee should be laid off or not based on input from salary, length of service, etc.
Question:a) Determine the additional input required by the systemb) Mention the library components used and explain the steps for making the systemc) Determine the measurement metrics needed for system evaluation and explain why
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