Shambhavi Rai

About

BCA student specializing in Artificial Intelligence and Machine Learning with hands-on experience in machine learning, computer vision, and time-series forecasting projects. Comfortable with Python-based model development, data preprocessing, and building interactive dashboards for analytics and forecasting.

Education

• 2026
  Bachelor of Computer Applications (BCA)

  Galgotias University

  Artificial Intelligence and Machine Learning · 2023 – 2026

  Artificial Intelligence and Machine Learning · 2023 – 2026

Skills

Tools / apps / platforms

Projects

• AI-Powered Traffic Management System
  Python, YOLO, OpenCV, Streamlit

  Developed a YOLO-based traffic monitoring system for real-time vehicle detection and traffic density analysis. Built a Streamlit dashboard for traffic visualization and automated signal control logic.

• Hybrid NSE Stock Predictor
  Python, XGBoost, Prophet, Streamlit, Pandas

  Built a hybrid forecasting model combining XGBoost and Prophet for NSE stock price prediction. Developed an interactive Streamlit dashboard with forecasting, trend analysis, RMSE, MAPE, and directional accuracy metrics.

• Healthcare Outlier Detection Using Autoencoders
  Python, TensorFlow, Keras, Pandas, Google Colab

  Developed a deep learning anomaly detection model to identify healthcare data outliers. Implemented data preprocessing, feature engineering, and reconstruction-error-based anomaly detection.

Courses & certifications

• AWS Academy Graduate – Machine Learning for Natural Language Processing · AWS Academy
• CCNA: Introduction to Networks · Cisco Networking Academy
• Academic Process Mining Fundamentals · Celonis
• Celonis Foundations · Celonis
• Generative AI Certificate · Google

🎯 Hobbies & interests

• Painting
• Reading
• Writing