Upon successful completion of this course, participants will be able to:
- Design and write their own data analysis algorithms in MATLAB.
- Apply computationally intensive descriptive and inferential statistical methods to non-homogenous data sets.
- Apply clustering methods that search for structure in complex data sets.
- Apply algorithms for identifying discriminative features and what their predictive value is.
- Reduce the complexity of high-dimensional data sets.
- Explore more advanced and specialized methods to build upon the foundations gained.