Shyam Sundar Rampalli
GenAI Engineer
Experience
GenAI Engineer
Freelance
- Built a hybrid semantic and keyword search and LLM-based requirement extraction from conversational queries, boosting search accuracy by 85%, cutting zero-result searches by 70%, and reducing search time by 60%.
- Deployed a production-ready API with monitoring dashboards over 100K+ products, keeping response times under 2s and reducing customer search-to-purchase time by 40%.
- Technologies: Python, BGE-M3, Qwen2.5, FastAPI, Qdrant, Meilisearch, Docker, Prometheus, vLLM.
Data Scientist
LICIT Lab at Université Gustave Eiffel
- Built an NLP pipeline using BERT and Llama 2 to extract and summarize critical information from disaster reports.
- Applied LoRA fine-tuning and prompt engineering to adapt models for structured summarization and entity extraction.
- Produced concise, real-time summaries, improving incident-processing speed by 40%, reducing manual analysis effort by 55%, and accelerating decision-making latency by 30% across disaster-response workflows.
- 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 and drop-off analysis and trained Random Forest and XGBoost models, achieving a ROC-AUC of 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 with Lambda triggers for inference on new S3 uploads and real-time aggregation of results.
- 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, FastAPI.
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.
Industries Experience
See where this freelancer has spent most of their professional time. Longer bars indicate deeper hands-on experience, while shorter ones reflect targeted or project-based work.
Experienced in Education (3 years), Government and Administration (2 years), Retail (1 year), and Automotive (1 year).
Business Areas Experience
The graph below provides a cumulative view of the freelancer's experience across multiple business areas, calculated from completed and active engagements. It highlights the areas where the freelancer has most frequently contributed to planning, execution, and delivery of business outcomes.
Experienced in Research and Development (4 years), Information Technology (3.5 years), Business Intelligence (3.5 years), and Product Development (1.5 years).
Skills
- Data Science (5 Years Of Project Experience)
- Machine Learning (5)
- Python (5)
- Nlp (2)
- Pytorch (3)
- A/b Testing (2)
- Causal Inference (2)
- Statistical Analysis (3)
- Computer Vision (2)
- Sci-kit Learn (5)
- Seaborn (4)
- Pandas (5)
- Numpy (5)
- Flask (2)
- Sql (5)
- Aws (3)
- Postgresql (4)
- Opencv (2)
- Yolo (2)
- Plotly (3)
- Matplotlib (4)
- Docker (3)
- Sagemaker (3)
- Ci/cd Pipelines (3)
- Deep Learning (3)
- Data Visualization (4)
- Random Forest (2)
- Xgboost (3)
- Agile (4)
- Git (5)
- Mlflow (3)
- Fastapi (3)
- Etl Pipelines (5)
- Dynamodb (2)
- Llm (2)
Languages
Education
Technical University of Munich
Master of Science · Munich, Germany
Certifications & licenses
IBM Certified Data Scientist
IBM
Profile
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