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Data Science Foundations

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The Quant Marathon guides students through the ARPM Lab in seven all-encompassing, mutually exclusive, core learning courses, plus optional coding refresher courses for preparation purposes.

Data Science Foundations

35-hours course
This course prepares for the Data Science Foundations module of the ARPM Certificate Body of Knowledge.
Representations of a distribution
Normal distribution
Quadratic-normal distribution
Notable multivariate distributions
Elliptical distributions
Scenario-probability distributions
Exponential family distributions
Mixture distributions
Univariate results
Definition and properties of copulas
Special classes of copulas
Expectation and variance
Expectation and covariance
L2 geometry
Factor models and learning
Regression LFM's
Cross-sectional LFM's
Principal component LFM's
Factor-analysis LFM's

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In addition to delivery through the Quant Bootcamp and online programs at arpm.co, ARPM's programs are also delivered by leading universities as credit coursework, and by financial institutions for the education and the growth of their talent pool. Contact us to learn more about the ARPM Academia and Corporate programs.


Educational non-profits and commercial providers of advanced quantitative financial services partner with us to bring ARPM education to their members and clients worldwide.

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