Projects

This page is under development ⚠, three more 'case studies' and four 'academic reviews' are being prepared to be added.

Predicting Health Insurance Cost - [Case Study] In this report we examine the cost of health insurance as linear regression function of multiple predictors and their interaction terms.
Crime and Settlement - [Case Study] This project offers an interactive map of crime clusters in the City of Chicago with 2010-2020 crime trends.
US Companies Carcinogenic Release: EPA Report 2014-2020 - [Case Study] Interactive map of EPA carcinogenic chemical release (2014-2020) by company and industry sector.
Does the Ear of the Eigenface Hear the Eigensound? - [Case Study] Application of PCA in Music Classification.
Functional Analysis Fundamental Approaches and Implementation - [Academic Review] In this presentation we instroduce two approaches to low-dimension signal data through Functional Analysis.
Mathematical Processing of Image Data - [Academic Review] This presentation provides different mathematical approaches to processing image data.
Tensor Decomposition - [Academic Review] This presentation explores two of the most useful decompositions of high-dimensional data and their use in machine learning.
Introduction to Iterative Optimization - [Academic Review] This presentation makes an introduction to first and second order optimization along their python implementation.