vinay Siddesh

Developed an end-to-end Retrieval-Augmented Generation (RAG) Q&A system, containerized full-stack services, fine-tuned LLMs with LoRA, and deployed scalable inference pipelines on AWS to enable real-time, context-aware responses from uploaded documents.

Built an automated vulnerability mapping framework using RoBERTa and contrastive learning to link CVEs to CWEs, CAPEC, and MITRE ATT&CK, automating threat intelligence workflows and improving vulnerability analysis speed.

Led ML-driven education budget optimization and district-level literacy analysis across 28 districts, cleaned and standardized large demographic datasets, and delivered Power BI dashboards to inform policy and resource allocation.

Designed and deployed HR/Salary, stock management, and project documentation systems using ASP.NET MVC and SQL Server, reducing administrative overhead by 20% and document retrieval time by 30%.

Collected requirements and built .NET web applications with ASP.NET and SQL Server, integrated RESTful APIs, and reduced post-launch issues by 98% through rigorous testing and deployment practices.

Developed the spRIGHT framework and 50+ ASP.NET applications using a three-layered architecture and WCF, improving application performance by 20% and accelerating project delivery by 30% under Agile practices.

Grade: 3.91/4.00

Master of Science in Industrial and Systems Engineering with a concentration in Data Analytics, completed with a 3.91/4.00 GPA in 2025.

Bachelor of Engineering in Information Science & Engineering from Visvesvaraya Technological University, completed in 2011.