Discovering the Best Coffee Shops in Philadelphia using Aspect Based Sentiment Analysis and Dash

I created an interactive tool that allows users to explore and and identify the best coffee shops in Philadelphia based solely on coffee quality by performing aspect-based sentiment analysis of Yelp reviews and curating a custom ranking system based on positive sentiment scores.

Analyzing and Predicting Job Title Features using TF-IDF Vectorizer and Random Forest Classifier

I analyzed job titles collected from Netskope’s marketing campaigns in order to identify ideal customer profiles and monitor lead growth, then trained and evaluated various multiclass classification algorithms to predict job function, role, and level for a given job title.

Mapping and Recommending Skincare Items with t-SNE and Bokeh

Using scraped product data from Yesstyle.com, I created a recommender tool to recommend new skincare products based on ingredient similarity, as well as an interactive tool to visualize the chemical composition of each skincare product.