Data Science

This is a description of how I use Python in my data analyses, a system that has evolved over 7 years of a computational biology Ph.D. and working in industry.

I experimented with different structures for multi-level and hierarchical splines in PyMC, including using a multivariate normal prior distribution over the spline parameters.

Modeling the standard curve of a standard dilution experiment with Stan as presented in Bayesian Data Analysis by Gelman et al.