Researcher, writer, and developer — at the intersection of data, ideas, and expression.
I'm Lini, a data science student who loves exploring new things, whether it be data or new experiences. Welcome to my website!
Analyzed stock price data for 6 major U.S. banks across 2006–2016, covering the 2008 Financial Crisis. Explored daily returns, volatility, rolling averages, and correlations using EDA techniques and data visualizations.
Built a classification model to predict whether an internet user would click on an advertisement based on behavioral and demographic data. Trained a logistic regression model and evaluated it using a confusion matrix and classification report.
Explored a dataset of fake Amazon purchases to answer business questions using pandas. Analyzed purchase pricing, customer demographics, credit card providers, and email domains through filtering and aggregation techniques.
Built and compared Decision Tree and Random Forest classifiers to predict loan repayment outcomes using LendingClub data from 2007–2010. Used FICO scores, interest rates, and borrower financial history as features to assess credit risk.
Please reach out to me if you want to talk about anything related to data, projects, models, AI or just if you just want to chat.