Jeanie Yujin Chen

Hateful Memes Challenge

• Keywords: Multimodal Models, Text BERT, Concat BERT, CLIP, MLP (Multi-Layer Perceptron)
• Deep learning models implemented in Python on Google Colab to detect hate speech in multimodal memes (text + image). This challenge was originally launched by Meta (Facebook) AI in May 2020
• Paper

Data Security - Enron Scandal Detection

• Keywords: Anomaly detection, Clustering, Sentiment Analysis
• Developed and implemented a strategy using Python and R to filter through Enron emails (dataset was released by FERC as part of their investigations into a number of executives) to detect wrongdoing
• Paper

Heart Disease Prediction Using Bayesian Approach

• Keywords: Bayesian logistic model, Python, OpenBUGS
• Classical and Bayesian logistic regressions were implemented in Python and OpenBUGS to predict heart disease using Cleveland Heart Disease dataset
• Paper

In-hospital Mortality Prediction using MIMIC-III Data

• Keywords: Random Forest, Gradient Boosting, LSTM
• Models built using Python and Spark on Google Colab to promptly identify high-risk patients after the first 24-hour ICU stay using public MIMIC-III dataset
• Paper

Stock Price Prediction using Tweets Sentiment

• Keywords: R Shiny, NLP, Gradient Boosting, SVM
• Classfication models built in R and ML models deployed using R Shiny that predicts stock trend
• Blog ・ App demo

AI Agent for Human Intelligence Test

• Keywords: Knowledge-Based AI, OOP
• An AI agent was designed and implemented in Python that passed Raven’s Progressive Matrices test of intelligence
• Project overview details can be viewed here
• Reflection

Programming Languages Influence Network

• Keywords: D3, JavaScript
• A force-directed graph using D3.js that shows influence relations and programming paradigams for selected programming languages
• Blog

Undergrad Capstone: Product Slotting Optimization

(Sponsored by Cardinal Health, Inc.)

• Keywords: Iterative Comparisons, Heuristic Evaluation, Genetic Algorithm
• Optimized product placement in distribution centers to more efficiently fill customer orders
• Powerpoint

Book Store Database Design & Implementation

• Keywords: Logical Design, ER-model, Normalization, XML
• Database deisgn and implementation for a fictional online bookstore
• Relational Schema ・ Doc ・ Github

Miscellaneous (aka.. projects for fun!)

Image Search

A photo search app in React using the Unsplash API

Jeanie Go!

A simple video search engine built using React.
5 videos are received from the Youtube API in response of the search query

To-do List

Mini app built in JS to tracks things to do on the list: add new item, cross thing off, trash item to remove it from list

Where to eat?

A place (built in node.js) for local foodies (me & my bf) to review restaurants and leave feedback

It's currently deployed for free on Render.. may be ads during the initial loading time

Patatap Clone

A portable animation and sound kit for fun (not compatible with mobile devices)

Color Game

RGB Color guessing game to brush up on your color identification skills