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Data scientist with a lot of analyst friends. For true Data Science/ML Engineer, you do need some fairly advanced math. Graph theory, linear algebra, multivariate calc, diff eq’s, a boatload of stats, etc.). To understand what you’re doing and definitely if you want to write your own algorithms. At my job, I have to be able to explain things in a way that will make sense to someone. Who doesn’t even remember high school algebra? In that case, knowing what’s going on “behind the scenes” is always useful but depending on the You Are Gonna Love Math After You Meet Me I’m Warning You Vintage Shirt company you might never have to do that.
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For a data analyst role though you do not even need to know calculus besides. Knowing may be what an integral does for some statistics concepts. There are so many open-source resources for analysis that will do all the math for you, you just need to be able to interpret it. As a data scientist coming from a background in chemistry, I wholeheartedly agree You Are Gonna Love Math After You Meet Me I’m Warning You Vintage Shirt. It’s near impossible to have an effective conversation about what I do because folks think the math is too hard. Even after I assure them they don’t even need to worry about the.
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If you want to get somewhat started, I highly recommend the book “An Introduction to Statistical Learning” (James et al). It puts a lot of concepts into layman’s terms while still being very useful and teaching some code. Almost all of my analyst colleagues have read it at some point. If you want to chat more about going into analytics/ds feel free to pm me I swear 90% of the people in my life are in the You Are Gonna Love Math After You Meet Me I’m Warning You Vintage Shirt field lol.
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