Ethan Vaz Falcao

Data Science || Mathematics


Worcester Polytechnic Institute

Class of 2024

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Reports

Defi Implied Volatility Surface

An application to calculate and visualize implied volatility surfaces for cryptocurrency options.

Crypto Portfolio Optimization

Developed ML models for crypto risk management, optimizing allocations with real-time data analysis.

Mining Graph Patterns EDA

Exploratory data analysis performed on 1k+ Github Repositories used in Graph Mining MQP.

Sentiment Analysis in Markets

Analyzed sentiment in 10k+ CNBC articles, and it's financial impact on stock prices

Spotify Rec Algorithm

A recommendation algorithm that is based on user's recent favorite songs on Spotify.

Stock Market Simulation

Simulated stock trading; day trading earned 5.77%, position trading 3.73%, enhancing participants' risk analysis.

Yelp Dataset Analysis

Detected Identified fake reviews and predicted business features using machine learning in the Yelp Dataset.

Detecting Fake Reviews

Utilized Machine learning to help accurately detect fake reviews in the Yelp dataset

Linear Optimized NBA Team

Created a Linear Optimization Model to output the most optimal NBA Team for the ’22 -’23 NBA Season.

Predicting the FIFA World Cup

Calculated which machine learning algorithm would be most efficient to predict the winner of the world cup.

Programming Technologies

Python | R-studio | Java
SQL | DAX | Latex
Pandas | Or-Tools

Data Applications

Power BI | Azure | Salesforce
Microsoft Office | IQMS
Databricks

Computer Science

Object Oriented Design Concepts
Algorithms
Machine Learning
Artificial Intelligence

Mathematical Sciences

Principles of Real Analysis | Combinatorics
Probability Theory | Matrices and Linear Algebra II
Mathematical Statistics | Linear Programming
Mathematical Modeling With Ordinary Differential Equations
Group Theory

Data Science

Modeling and Data Analysis
Data Analytics and Statistical Learning
Big Data Analysis

Please feel free to connect with me

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