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Question 1: How does a hard real-time system differ from a soft real-time system in the context of chemical plant automation?

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Question 2: Which embedded programming language is considered most suitable for low-level hardware interaction?

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Question 3: What is the primary benefit of using a Real-Time Operating System (RTOS) in industrial automation for chemical plants?

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Question 4: How do you interpret the hyperparameter ?learning rate? in gradient descent algorithms?

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Question 5: What is the main advantage of using ensemble methods like Bagging and Boosting?

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Question 6: When designing embedded systems for motor control in industrial automation, what is the most effective strategy for fault detection?

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