Anudeep Roy

System Engineer @Tata Consultancy Services

Kolkata, IN

Developed and deployed machine learning models for cell status detection in the telecommunications domain using Google Cloud Platform (GCP).2. Designed end-to-end ML pipelines for data ingestion, preprocessing, model training, and deployment on Vertex AI.3. Extracted and processed data from BigQuery, applying feature engineering techniques such as one-hot encoding to improve model performance.4. Built and optimized Random Forest models, fine-tuning hyperparameters (e.g, tree size) to enhance accuracy.5. Evaluated model performance using classification reports, cross-validation accuracy, and probability estimations for cell status.6. Visualized cell status distribution on a map based on postal codes to provide actionable insights.7. Implemented Ant Colony Optimization to determine the shortest path based on available cell status.8. Automated the entire workflow by developing a scalable ML pipeline for real-time predictions and insights.

MCKV Institute of Engineering

Bachelor of Technology - BTech

Jadavpur University

Master of Technology