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      1 # Independence
      2 
      3 L3
      4 
      5 **Definition:** Independence in probability is the case where some even B occuring does not affect the conditional probability of A occuring. 
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      7 Two Formal Definitions:
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      9 1. P(A|B) = P(A)
     10 2. P(A intersect B) = P(A)P(B)
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     12 Second definition is better, but first, to me, is more intuitive.
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     14 ## Conditional Independence
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     16 There can also be independence given conditions called conditional independence. This occurs when specifying a condition and finding out that our two conditional definitions are true in the newly refined sample space that has been updated with further knowledge.