Expert.
Capable.
Tried it before but still learning.
Never tried it but seen it briefly.
Never heard of it.
General Programming (as in COMP 15)
Programming for Data Analysis (load/save data into arrays, compute summary statistics, etc)
Basic matrix-vector arithmetic (add, multiply, ...)
Linear algebra (inverting a square matrix)
Linear algebra (singular value decomposition)
Probability (discrete random variables)
Probability (Gaussian random variables)
Probability (Expectations of random variables)
Probability mass/density functions
Optimization of functions via gradient descent
Analysis of Algorithms (e.g. big-oh notation, linear vs. quadratic runtimes)