1)Bankruptcy Prediction
- Built a financial model to predict bankruptcy using EDA and classification algorithms, achieving top results with Random Forest.
- Deployed the model via Streamlit for enhanced stakeholder usability.
2)Credit card Fraud Detection
- Engineered a robust fraud detection model, expertly managing class imbalance using SMOTE.
- Achieved 99.7% accuracy with an ANN model, ensuring zero fraudulent transactions were misclassified.
3)Web Scrapping and Sentiment analysis
- Analyzed Amazon product reviews to extract insights on customer sentiments.
- Conducted data preprocessing and EDA, creating a dynamic word cloud to visualize key terms and effectively classify sentiments.
4)Air Quality Forecasting(CO2 emission)
- Forecasted CO2 levels to ensure compliance with government emissions standards, making the data stationary through differencing and moving averages.
- Developed and evaluated multiple algorithms, achieving the lowest RMSE with Holt’s method.