Data Science Projects

Environment

python3 -m venv env
source env/bin/activate
pip3 install -r requirements.txt

Category

• ImageRecognition - Illgal Mining Detection

  The project focuses on detecting illegal mining activities using satellite images. A neural network is employed to label unannotated image chips with information about weather conditions and land uses. However, the challenge arises from the rare 'artisanal mine' class, representing less than 1% of the data. To overcome this hurdle, the project utilizes techniques like data augmentation and dehazing. The overall aim is to enhance environmental insights and contribute to addressing deforestation challenges globally.

• Regression

  • Optiver Realized Volatility Prediction

• Supervised Learning

  • Lending Club Default Loan Prediction

• Recommender

  • Anime Recommender