Auto Insurance Claim Prediction

The project involves data cleaning, exploratory data analysis (EDA), applying multiple machine learning algorithms, fine-tuning models, and identifying important features that influence claim likelihood.

Free Parking Space Detection Image

This project focuses on developing an automated system for detecting free and occupied parking spaces in images. By leveraging convolutional neural networks (CNNs) and image processing techniques, the system can classify parking spots as 'busy' or 'free' based on input images.

Voice Translation

This project, incorporating machine learning methods, empowers users to accurately transcribe, translate, and generate audio content with accuracy and efficiency, providing a flexible solution for multilingual communication and accessibility to content.

Sentiment Analysis on Tweets

In this project, I utilized methods such as Support Vector Machines, Naive Bayes and Convolutional Neural Networks to analyze Twitter sentiment about Pfizer and BioNTech vaccines. Using machine learning models to provide a thorough understanding of public perception and identifying key market areas.

Accenture North America - Data Analytics and Visualization Job Simulation

Completed a simulation as a Data Analyst at Accenture, advising a hypothetical social media client by cleaning and analyzing 7 datasets to uncover content trends and inform strategic decisions. Presented key insights effectively to the client and internal stakeholders.

BCG - Data Science Job Simulation

Completed a customer churn analysis for PowerCo, utilizing advanced data analytics techniques and a Random Forest model to achieve 91% prediction accuracy. Delivered key insights on customer behavior, proposed targeted retention strategies, and informed strategic pricing adjustments to reduce churn.

FAANG Portfolio Optimization: Risk-Return Analysis

This project uses portfolio optimization on FAANG stocks (2020-2023) to evaluate an equally-weighted benchmark and optimize for minimum volatility and maximum Sharpe ratio. Visualizations of stock prices and portfolio weights highlight strategy differences.