Weak Law of Large Number - an overview

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How do i understand weak law of large numbers conceptually? does it say if i take many many samples then they will be withing population mean? And what can be my alpha?

By mimicking the proof of Theorem 8.7 (Weak Law of

probability - Proof explanation - weak law of large numbers - Mathematics Stack Exchange