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Data Science Questions and Answers

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A collection of common data science questions and their answers.

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1. What is the purpose of regularization in machine learning?

2. What are the benefits of using big data technologies?

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3. What are some common data science programming languages?

4. What are the key steps in a data science project?

5. What are some important data science metrics?

6. What is the difference between supervised and unsupervised learning?

7. What is the difference between a hypothesis test and a confidence interval?

8. What is the difference between a decision tree and a random forest?

9. What are the ethical considerations in data science?

10. What is the role of cross-validation in model evaluation?