Chord Generator

A transformer, trained on musical chord progressions of 1,000 songs. It's purpose is to give you chord sequence suggestions.

Tools: BeautifulSoup & Selenium Web Driver (for web scraping), Torch, Numpy, Sklearn, Transformers

The code built almost completely from scratch, trained on chords from Ultimate Guitar.

I chose a transformer model for its proven ability to generate coherent language sequences. Since sentences are sequential in nature, I believed the model would also perform well with chord sequences, which share similar sequential characteristics.

Maternal Health Complications

This project consists of models trained on ER patients records and demographics. It predicts whether or not a patient walking in to the ER is there for maternal complications. I worked on the Logistic Regression and KNN models.

Tools: Python, Pandas, Numpy, Sklearn, Matplotlib, Seaborn

Github Repository

To predict whether or not a patient walking in to the ER is there for maternal complications.

To determine the most important features that contribute to maternal complications.

CAPTCHA Recognition

A ResNet50 trained on classifying CAPTCHA images and texts.

Tools: PyTorch, Matplotlib, NumPy, CUDA

Github Repository

An image dataset was used to create a simulated CAPTCHA dataset. ResNet50 and ResNet120 models were used for classifying the images without a noticible difference in results between the models. Green marks where they accurately predicted.

Accuracy was calculated by each image classification accuracy, and the model achieved over 95% validation accuracy on the dataset.

GreenCard AI

GreenCard is a business that automates NIW petitions for immigration lawyers. Aside from the landing page, I designed and implemented the frontend for GreenCard.

Tools: Next.js, React, TypeScript, JWT for authentication, Tailwind, Zod Validation, Zustand, LocalStorage, Edge Middleware

Check Out GreenCard AI

Questionnaire for clients with LLM feedback

Photography Website

For design practice, I am creating a fake photography website.

Tools: Next.js, TypeScript, React, TailwindCSS

Check out my photography website

When I first created mockups for this site, I didn't use Figma (I had no idea what I was doing). But anyways, here are a few designs I created.

My Website!!

Designing this website has been a lot of fun. I hope you've enjoyed it so far!

Tools: Next.js, React, TypeScript, TailwindCSS, Framer Motion

Here is a design I made for this very page, before implementing it. How do you think I did?