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Shreyas Girisha
Ai Engineer @Digitech Partners
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WORK HISTORY
Ai Engineer @Digitech Partners
Mason, OH, US
Spearheaded the design and deployment of an Intelligent Document Processing (IDP) platform using AWS-native services and LLM integration.• Developed a modular, agent-based system using n8n for low-code orchestration across document upload, OCR, embedding, and Q&A workflows.• Implemented dynamic OCR selection based on document classification, integrating Amazon Textract, Docling, and Mistral OCR.• Built a retrieval-augmented generation (RAG) pipeline with Amazon Bedrock for document-grounded Q&A, achieving >90% answer confidence.• Stored embeddings in Amazon OpenSearch and tracked document metadata and conversations in DynamoDB for full auditability.• Deployed on AWS EC2 using Docker, with secure access control via AWS Cognito and document deduplication using SHA-256 hashing.• Implemented full CRUD support, including secure deletion of documents and Q&A history from S3 and DynamoDB.
EDUCATION
Shri Dharmasthala Manjunatheshwara College of Engineering and Technology (SDMCET)
Bachelor of Engineering - BE
University of Dayton
Master's degree
ABOUT SHREYAS GIRISHA
AI Engineer building production-grade intelligent systems. RAG pipelines, multi-agent…
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