Projects

Efficient Hyperparameter Tuning for Resource-Constrained Environments
python
research
deep learning
This study addresses the challenges posed by resource constraints, particularly on edge devices with limited computational power. Hyperparameter tuning is crucial for…
Ethan, Kelsey, Jun, Catherine
Jun 14, 2024

Pitcher Injury Analysis
python
R
statistics
visualizations
ML
In Major League Baseball (MLB), pitcher injuries significantly impact team performance. This study investigates whether a pitcher’s spin rate predicts injury risk. Spin…
Kyle, Donggyu, Min Jung, Cherry, Jun
Jun 8, 2024

Airbnb Landscape in LA
python
R
Tableau
visualizations
ML
sentiment analysis
This project provides a comprehensive analysis of Airbnb listings and hosts in Los Angeles using data from Inside Airbnb. Key components include identifying predictors of…
Peike, Franklin, Jun, Khang, Audrey, Kiv
May 29, 2024

Classifying Soccer Tweets
R
visualizations
ML
sentiment analysis
The goal of this project was to analyze the collection of tweets from 7 European Soccer Clubs (AFC Ajax, AC Milan, FC Barcelona, FC Bayern, Juventus FC, Liverpool FC, Real…
Nathan, Jun
Mar 24, 2024

Predicting Heart Failure
python
ML
Heart failure is a serious cardiovascular condition with high morbidity and mortality rates worldwide, warranting further research. Due to its complexity and the wide range…
Ashish, Tian, Jun, Yuki, Teresa, Sesha
Mar 15, 2024

Indicators of Heart Disease
python
feature engineering
ML
This project develops classification models to predict heart disease based on simple indicators such as BMI, age, and walking speed, using data from a 2022 CDC heart disease…
Junze, Jun, Arya, Giovanni
Mar 6, 2024

IMDB Sentiment Prediction
python
ML
The Internet Movie Database (IMDB) offers extensive information on movies, TV shows, video games, and streaming content. It enables users to rate and review movies. The…
Maika, Maneh, Aaron, Yuki, Andrew, Jun
Dec 12, 2023

Stellar Classification
ML
python
In this report, we will deal with the topic of stellar classification, which is determining an astronomical object based on its spectral characteristics. In particular, we…
Jun Ryu
Dec 8, 2023

Pain Reliever Misuse and Abuse
python
R
visualizations
This project analyzes a dataset of over 170,000 observations to understand the misuse and abuse of pain relievers. The objective is to…
Ainsley, Jun, Nick, Rachel, Rosie, Yulia, Aashna
Dec 1, 2023

Effects of Various Substances on Memory
statistics
visualizations
The impact and influence of psychoactive substances to human cognition, particularly memory, has been of interest to scientific inquiry. With numerous substances impacting…
Jun, Justin, Nathan, Samyi
Sep 21, 2023

Visualizing Zillow Homes
python
html
visualizations
The goal of this project was for users to understand the distribution of homes for sale on Zillow. Typically, prospective home buyers and sellers go to Zillow to find…
Aram, Emily, Jun, Ryan
Mar 24, 2023

Predator-Prey Dynamics
math
modeling
In this project, we explore a predator-prey relationship between ducks (predator), fish (prey), and a common food source…
Jun, Kevin, Yuki
Nov 28, 2022

Adélie! Gentoo! Chinstrap!
python
visualizations
ML
An important task in the ecology of the Antarctic is to catalog the many different species of…
Jeremy, Jun, Meichen
Mar 10, 2022
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