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Random Variable: A variable that is currently undefined with an attached probability.
Defining them is important to quantify outcomes.
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0 = 0% chance of occurring
1 = 100% chance of occurring
Knowing that something will happen, all probabilities add up to 1. Mapping out the outcomes and quantifying them allows us to calculate the individual probabilities.
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Variance = sum of all possible values minus the mean, squared, times the relative probability.
Ie: (0-3.4)^2 x 0.32 + (1-3.4)^2 x 0.32....
Standard deviation = square root of variance
- denoted with sigma
- represents on average how far off actual values are from the calcu...
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1. Calculate mean by taking the possible value of the variable and multiplying it by the probability of said value
2. Then add all values together and divide by total number of values, like a normal average.
The result is not exact for every situation, but acts as a good assumption.
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1. First always find relative frequencies.
2. All models must add up to 1 or 100%
3. These models can then be put in graphs or charts or otherwise presented
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Discrete: distinct, individual value
Continous: any value in an interval
The difference between them is akin to integers vs any number.
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Basic stats to give an introduction
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In Bayesian A/B testing, we model the metric for each variant as a random variable with some probability distribution.
By accepting variants that offer a small improvement, Bayesian A/B testing asserts that the false positive rate — the proportion of times we accept the treatment when the t...
In this part we will be going over more on variables and printing them.
So let's make a variable and give it the value of 10, so it should look something like this X = 10, X could be any word really just not a reserved word, here is a link to a website with alot of reserved words that can't...
Dreams add some chaos to our mundane life, a form of random noise that contrasts with routine life in the daytime.
By creating a Bizarro version of the world around us, dreams help us gain a well-rounded and less simplistic understanding of it.
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