Week 27 Quiz

Machine Learning & AI Integration

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1. What is the main difference between traditional programming and machine learning?

A) Traditional programming learns from examples, machine learning uses explicit rules B) Traditional programming uses explicit rules, machine learning learns patterns from examples C) There is no difference between them D) Machine learning is only used for games

2. Which type of machine learning uses labeled training data?

A) Unsupervised learning B) Supervised learning C) Reinforcement learning D) Deep learning

3. What is a decision tree in the context of robotics?

A) A physical tree that robots climb B) A flowchart-like structure for making decisions based on sensor inputs C) A type of motor controller D) A programming language for robots

4. What is reinforcement learning?

A) Learning through trial and error with rewards and penalties B) Learning from labeled examples C) Learning without any feedback D) Learning only from books

5. In adaptive behavior systems, what allows a robot to modify its responses over time?

A) Fixed programming that never changes B) Learning algorithms that adjust based on experience C) Random number generators D) Manual reprogramming by humans

6. What is pattern recognition in robotics?

A) Drawing patterns on the robot B) The ability to identify recurring features in sensor data C) A type of motor movement D) A programming error

7. What is a neural network?

A) A computer network for robots B) A computing system inspired by biological neural networks C) A type of sensor D) A programming language

8. What is an important ethical consideration when implementing AI in robotics?

A) Making robots as fast as possible B) Ensuring AI decisions are transparent and accountable C) Using the cheapest components D) Making robots look like humans

9. Design an AI-powered obstacle avoidance system for a miniAuto robot. Describe how the robot would learn to navigate around obstacles using machine learning principles. Include the learning process and decision-making approach. (Short Answer)

10. What ethical considerations should be addressed when developing AI systems for autonomous robots? Provide at least two ethical concerns and explain why they are important. (Short Answer)

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