March 2021
									Deep Learning to predict patient drug experience
								 
								Using online medication reviews, we carried out a sentiment analysis to predict overall patient satisfaction with various Neural Networks. 
								Our models take unstructured text as an input and output a sentiment score and achieve levels of accuracy in line with current research. 
 Collaborated with:
								Angelo Cozzubo and Noah Selman
								
								
							
							
								
									
										March 2021
										Narrating the Economic Crisis in Lebanon with Data Viz
										 
										Using different visualization tools (Altair, Vega, D3) I created a suite of static and interactive graphs in the form of a slideshow to
											tell the story of the economic and ensuing food insecurity crisis in Lebanon from 2019 until today.
										
										
									
								
									
										December 2020
										Leveraging Big Data to Build a Transportation Web App
									 
									For my Computer Science elective course, I built an app displaying Chicago transportation statistics using over 20 million rows
										of Divvy (bike share), CTA rail and bus ridership, and weather data. I put to use a number of Big Data tools and programming languages
										to create functioning batch, serving, and speed layers and a couple of ML models. 
									
									
								
								
									
									
								
								
									
										June 2020
										Predicting Covid-19 Cases and Deaths with Machine Learning
									
									 
									Using data on government policy measures and national health and economic indicators, we created a tool to
										predict Covid-19 related cases and deaths across different countries in the world. 
										Collaborated with:  Diego Diaz and Piyush Tank
									
								
								
									
										 March 2020				
										Peruvian Party Switching:
 Ideologists or Opportunists?
										
										We analyzed and characterized tendencies in party switching among 2020 parliamentary candidates.
										Tasks carried out include data viz and designing Selenium-based crawler.
										Collaborated with: Andrei Bartra, Angelo Cozzubo, and Marc Richardson