6.1 - NumPy
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Practice Questions
Test your understanding with targeted questions
How do you create a NumPy array?
💡 Hint: Remember to import NumPy first.
What is one advantage of using NumPy arrays over lists?
💡 Hint: Think about how they handle large datasets.
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Interactive Quizzes
Quick quizzes to reinforce your learning
What is a primary benefit of using NumPy arrays?
💡 Hint: Think about how they handle data in memory.
True or False: Vectorized operations in NumPy can help speed up processes.
💡 Hint: Consider the nature of loops versus direct operations.
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Challenge Problems
Push your limits with advanced challenges
You have a dataset of 10 million random numbers. Describe how you’d use NumPy to efficiently calculate their mean and standard deviation.
💡 Hint: Utilize built-in NumPy functions to simplify your code.
Given a time series data of temperatures over a year, how would you visualize the trend using NumPy and a plotting library?
💡 Hint: Think about how NumPy can streamline the calculations before visualization.
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Reference links
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