Important Note: Our Data Science Cheat Sheet is now available. Please read it (and follow instructions as needed) if you are not familiar with UNIX, R and scripting languages. This is the minimum stuff that you need to know to get started - if you start from scratch. Most candidates in our DSA are already familiar with the concepts explained in our cheat sheet.
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Project #8: Detecting fake reviews on Amazon
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For the spurious correlations project, you could actually create one variable X with arbitrary but fixed values, and check how it correlates with thousands of simulated variables. The reason being that any set of observations for X has the same probability to occur, under the uniform distribution assumption. This considerably reduces the number of computations, turning a O(n^2) problem with large n, into O(n), from a computational complexity point of view.
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