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Questions and Answers
What is the primary difference between traditional programming and machine learning?
What is the primary difference between traditional programming and machine learning?
- Traditional programming uses CPUs, while machine learning uses GPUs
- Traditional programming relies on predefined rules, while machine learning learns from data (correct)
- Traditional programming uses algorithms, while machine learning uses heuristics
- Traditional programming is used for automation, while machine learning is used for analysis
Which of the following is an example of supervised learning?
Which of the following is an example of supervised learning?
- Clustering customers based on demographics
- Recommending products based on customer behavior
- Training a self-driving car to navigate roads
- Identifying spam emails (correct)
What is the correct order of steps in training a machine learning model?
What is the correct order of steps in training a machine learning model?
- Model deployment, hyperparameter tuning, feature extraction, data visualization
- Data preprocessing, feature selection, model training, evaluation (correct)
- Model testing, data cleaning, feature scaling, model interpretation
- Data collection, feature engineering, model training, evaluation
What is the primary use of decision trees in machine learning?
What is the primary use of decision trees in machine learning?
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What is the primary application of natural language processing (NLP)?
What is the primary application of natural language processing (NLP)?
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Why are feature selection and feature engineering important in machine learning?
Why are feature selection and feature engineering important in machine learning?
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What is a key difference between reinforcement learning and supervised learning?
What is a key difference between reinforcement learning and supervised learning?
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What are the basic components of a neural network?
What are the basic components of a neural network?
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What is the primary role of activation functions in neural networks?
What is the primary role of activation functions in neural networks?
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Which of the following is NOT an ethical consideration in AI?
Which of the following is NOT an ethical consideration in AI?
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