Solution

ID: past-exam-of-the-mathematics-course-of-the-university-of-cambridge/2021/ia/paper-2/12f/ii/solution

The sample mean has expectation and variance
The sum in the question is exactly
Chebyshev's inequality therefore gives, uniformly in ,

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