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Convergence of series, sequences and functions and different modes of convergence.

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Book on Convergence Concepts in Probability without Measure Theory

Grimmett and Stirzaker's Probability and Random Processes fits the bill: http://www.amazon.com/Probability-Random-Processes-Geoffrey-Grimmett/dp/0198572220 It covers everything up to stochastic calc …
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