Shyam Sundar Rampalli-GenAI Engineer
Check rate
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.
Industry Experience
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Experienced in Education, Government and Administration, Retail, and Automotive.
Business Area Experience
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Experienced in Information Technology, Research and Development, Business Intelligence, and Product Development.
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
Statistics
Experience
Global Experience
Expertise
Qualifications
Profile
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Actual rates may vary depending on seniority level, experience, skill specialization, project complexity, and engagement length.
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