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Xin-Zhong Liang AOSC447 Anonymous 05/20/2021	As a freshman with only a math background of math140(as stated in the prerequisite), I felt that I was severely lagging back from a technical point of view, and I was a beginner coder. The course might present itself friendly for beginners but it proved to be the total opposite. There tuned out to be an enormous amount of stat, higher order Calc that was needed to succeed in the class Lectures move at lightning speed, so if you are a starter to data analysis, the semester load can get real stressful However, topics were very interesting, relevant , and useful. Moreover, the TA understands this and grades the assignments with a lot of leniency, so there's really nothing to complain grade wise
Xin-Zhong Liang AOSC447 Expecting an A+ Anonymous 04/18/2021	The content is really good but this class is strictly made for seniors or super genius coders and don't go by pre req its not 140 its stat 400,lot of python experience specially pandas and ml algos This class is like recaps for experts and since it lacks stuff like piazza it sucks You are expected to understand lot of tough stuff in one day but easy stuff in 2 months . its poorly structured for newcomers