Shyam S.
Data Scientist
Experience
Data Scientist
Université Gustave Eiffel
Developed an automated pipeline to evaluate ML models for predicting lane changes and future trajectories in autonomous driving.
Trained and optimized Transformer models, integrated large-scale trajectory datasets, and deployed the pipeline as a FastAPI service.
Achieved 15% higher accuracy, 18% lower error rates, and 25% faster training.
Technologies: Python, PyTorch, Scikit-learn, MySQL, MLflow, GitHub Actions, S3.
Built an NLP pipeline using BERT and Llama 2 to extract and summarize critical information from disaster reports.
Applied supervised fine-tuning and prompt engineering to adapt models for structured summarization and entity extraction.
Produced concise, real-time summaries, enhancing disaster data workflows and decision-making speed.
Technologies: BERT, Llama 2, LoRA, PyTorch, Transformers, AWS, MLflow, FastAPI, Docker, GitHub Actions, CI/CD Pipelines, S3.
Data Scientist
Freelance
- Built an end-to-end ETL and clickstream A/B testing framework to optimize checkout flows, reducing analysis time by 30%.
- Processed ~200k–300k events for funnel/drop-off analysis and trained Random Forest & XGBoost models, achieving ROC-AUC 0.82 and 15% higher precision in conversion prediction.
- Technologies: Python, Pandas, scikit-learn, XGBoost, Git, AWS Lambda, S3, fastAPI, GitHub Actions, PostgreSQL, Docker.
Data Scientist
Bosch Limited
- Built a cloud-based AI pipeline using YOLOv6 on SageMaker to automatically detect traffic violations from city video feeds, improving detection accuracy by 30% and vehicle identification by 21%.
- Automated video processing: Lambda triggers inference on new S3 uploads and aggregates results in real-time.
- Added a GDPR-compliant anonymization plugin that masks faces and license plates using YOLOv6 and OpenCV, ensuring privacy while maintaining analytics accuracy.
- Streamlined model updates and deployment with CI/CD, ensuring consistent and scalable operations.
- Technologies: Python, YOLOv6, PyTorch, OpenCV, AWS Lambda, S3, SageMaker, CI/CD, GitHub Actions, Docker.
Data Scientist / Analyst
TUM Asia
- Developed real-time traffic dashboards using city-wide camera feeds, enabling planners to monitor traffic flow and congestion effectively.
- Processed data from 11 urban locations and generated actionable insights for traffic management.
- Applied unsupervised clustering on GPS data to identify travel patterns, contributing to 15% cost savings in public transit planning.
- Technologies: Python, Matplotlib, Plotly, PostgreSQL.
Research Associate / Data Analyst
Nanyang Technological University
- Analyzed GPS data from a bike-sharing service to improve user satisfaction and operational efficiency.
- Increased bike-sharing usage time by 18% through pattern recognition and optimized service allocations.
- Designed interactive dashboards using Plotly for real-time performance tracking.
- Technologies: Python, SQL, Plotly, Data Analysis.
Languages
Education
Technical University of Munich
Master of Science · Munich, Germany
Certifications & licenses
IBM Certified Data Scientist
IBM
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