Portfolio

A collection of my projects


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genClassBezier2D
Personal Project

A short project with the goal of generating a small 2D image dataset of abstract shapes (formed using Bezier curves) and then training a model to classify them.


Recognizing shapes is an essential task in computer vision. An amalgamation of different application areas rely heavily on shape recognition, including robotics, healthcare, security systems, and assistance for the impaired. My goal with this project is to first provide a procedure for generating a few datasets of abstract 2D shapes (formed using Bezier curves). I then prepare the architecture for a simple convolutional neural network (CNN) to classify said shapes based on complexity.

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GeoGuessing With Photo Localization and Deep Learning
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GeoGuessr is a geographic discovery game. We've automated it.


Our goal was to utilize a trainable convolutional neural network (CNN) model to predict the geographical location of a set of images. By first thoroughly training the model with Google Street View images, we then put the model to the test by feeding it scraped images directly from GeoGuessr games based in the United States. Our model then decided on which states it believed that GeoGuessr had placed them in geographically.

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Contrastive Self-Supervised Image Classification with SimCLR
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Training an image classifier without using labels by building a model that can generate labels needed for training from the images themselves!


Implemented a contrastive self-supervision model to learn image representations from unlabelled data and investigate its performance for an image classification downstream task. The overall outlined learning framework is semi-supervised and trained in two stages. First we implemented simCLR to extract image feature representations without using labels. Then, we used a labeled dataset to train a classifier on top of our learned feature backbone for the classification task.

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MindMap
YHack 2019

Revolutionizing education through transcription and visualization


MindMap is a web application that can create a transcription from a video lecture that is then condensed and compiled into a simple to use and fun word-map diagram. MindMap utilizes the Google Cloud's Speech-to-Text API (through both Python and Java) in order to create a seamless transition in a fraction of the time that it would take to sit and watch the lecture.

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Swype
Techno Studios

Fast-paced arcade fun in the palm of your hand


Swipe arrows left and right in this fast-paced arcade game! Swype is a unique arcade game where you have to swipe arrows in the designated direction before time runs out! Be careful though, if you swipe the wrong direction, you lose! Created with Android Studio; written in Java.

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Opening Night
BRGD

A multiplayer trap setting game


Opening Night is a top-down game where one player must design a maze of traps for the other player to navigate. Player 1 acts as the trap setter, choosing where to place traps that will slow, stop or divert the other player. Player 2 is the trap navigator who must use limited light to navigate the traps all while being chased by the slow moving Player 1. Created in Unity; written in C#.

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CelebrityJumble
Personal Project

Scrambles the thoughts of popular celebrities


CelebrityJumble is a Twitter bot that I created in Python. It utilizes Tweepy and the Twitter API along with OAuth to collect and reproduce tweets. On top of this, extensive error handling is needed in order to successfully run CelebrityJumble. I personally have CelebrityJumble on my laptop set to run 7 times a day automatically with Automator and the Unix crontab command. This tweets to the account @CelebrityJumble, which I made for this project.

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Weather Scraper
Personal Project

Quickly retrieve the current weather in any US city


Weather Scraper is a tool that fetches the current temperature and other useful information of any city in the United States. It's a data scraping project written in Python. Weather Scraper retrieves data using GeoPy, parses it through Beautiful Soup, and finally returns it to the user in a simplified form.

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covidTable
Personal Project

Track COVID-19 Statistics in real time


This tool scrapes data about COVID-19 cases and then presents it in a neat table format. Written in Python, covidTable parses data with Beautiful Soup. Afterwards, the data is presented with the texttable module.

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Music Visualizer
Personal Project

Generate unique graphics based on audio


This project visualizes audio. Written in Java, Musical Visualizer utilizes the Processing graphical library with basic drawing and another library called Minim to analyze any audio file. I created and taught children about this project as an Online Instructor with iD Tech Camps.

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autoTagger
Signs.com

A small script I've built to help reduce tagging time


This functional program automates and expedites the tagging process for my part-time work. Written in Python, autoTagger integrates Selenium WebDriver APIs to optimize agent tagging with a 25-33% reduction in process duration.