Machine Learning Quiz 3

What is machine learning primarily used for?

• Designing hardware

• Automating repetitive tasks

• Allowing computers to learn from data

• Improving network speeds

Who is known as the pioneer of machine learning?

• Alan Turing

• Arthur Samuel

• Andrew Ng

• Geoffrey Hinton

What is the relationship between AI, ML, and Deep Learning?

• They are completely independent fields

• AI encompasses ML, and ML encompasses Deep Learning

• ML is broader than AI

• Deep Learning encompasses AI

Which of these tasks is NOT machine learning?

• Spam detection

• Translation between languages

• Static rule-based filtering

• Predicting weather

What is supervised learning?

• Learning without labeled data

• Learning with labeled data

• Learning from rewards

• Learning by exploration

Which is an example of unsupervised learning?

• Predicting sales

• Clustering customer data

• Image classification

• Spam filtering

What distinguishes reinforcement learning from other ML types?

• Use of labeled datasets

• Learning based on actions and rewards

• Focus on unsupervised patterns

• Dependence on large datasets

What is Arthur Samuel's classic machine learning example?

What is a dataset in machine learning?

• A collection of unrelated information

• Structured information for learning tasks

• Randomly generated data

• A collection of rules

What is the key benefit of ML in modern applications?

• Requires no human interaction

• Detects patterns humans might miss

• Eliminates software development

• Reduces hardware costs