Tsunami Event (1900-Present)

The dataset I used consists of 1443 descriptions of Tsunamis that happened between the years 1800 to 2023. It includes 26 columns all including from data metrics to measure metrics with its damages. The goal of this analysis is to find trends in tsunamis from 1800 to 2023.

Sleep Quality Prediction

This project aims to develop a model that can predict a person's quality of sleep based on various factors within their control. By exploring the relationship relating lifestyle habits to sleep quality, can help us learn how to advance our sleep health knowledge.

Transfer Learning with Dogs

In this application, I classified photos of dogs into 4 emotion categories (happy, sad, relaxed, angry) using a convolutional neural network (CNN) model.

ML Agent SnowBall Target

Used Deep Rl libraries such as Stable Baseline 3, Rl Baselines3 Zoo, CleanRl and Sample Factory 2.0 to train agents for a snowball game.

SkinBot

Created an interactive app powered by an LLM by using a Cohere LLM and hosting it on Streamlit. The app would give a skincare product recommendation based on your skin type, skin concern, product preference, and price range. Test the SkinBot: https://skinbot.streamlit.app/