Artificial Intelligence

What is the main goal of Artificial Intelligence (AI)?

• To optimize routine tasks

• To analyze data and make predictions

• To interpret data and learn from it

• To imitate intelligent behavior

Which type of learning involves analyzing historical sales data to predict future sales?

• Deep learning

• Reinforcement learning

• Unsupervised learning

• Supervised learning

What is the main difference between Machine Learning (ML) and Deep Learning (DL) in terms of data requirement?

• Both ML and DL automatically learn features from data

• Both ML and DL require manual feature engineering

• ML automatically learns features from data, while DL requires feature engineering

• ML requires feature engineering, while DL automatically learns features from data

What is the purpose of Back Propagation in training a self-driving car's neural network?

• Increase the complexity of the neural network

• Improve the interpretability of the neural network

• Adjust network weightings to minimize the difference between the car's actual and expected driving decisions

• Reduce the number of layers in the neural network

Which type of learning involves a robot learning to navigate a maze by receiving rewards for reaching the end and penalties for hitting walls?

• Unsupervised learning

• Supervised learning

• Reinforcement learning

• Deep learning

What is the main function of Regression in machine learning?

• To optimize routine tasks

• To imitate intelligent behavior

• To analyze data and make predictions

• To solve complex problems

What is the main advantage of Deep Learning (DL) over Machine Learning (ML) in terms of model complexity?

• DL models are less complex compared to highly complex ML models

• DL models are highly complex compared to less complex ML models

• ML models are highly complex compared to less complex DL models

• Both DL and ML have similar model complexity

Explain how the back propagation process works in training a neural network

How do neural networks work in predicting stock prices?

What is the main difference between Artificial Intelligence (AI) and Machine Learning (ML) in terms of scope?

• AI has a broader scope compared to ML

• ML has a broader scope compared to AI

• AI and ML have similar scopes

• AI focuses on data analysis while ML focuses on task optimization