UMESH YADAV

Software Engineer | Machine Learning | Researcher

AWS Certified Developer specializing in software engineering, machine learning, and academic research. I build production applications with Python, React, and Node.js while conducting research in diffusion models, RAG, and LLMs. I am a published author with contributions spanning computer science, machine learning, and generative AI.

// LIVE PROJECTS

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// EDUCATION

Master's in Computer Science and Engineering

The University of Toledo

Aug 2024 - May 2026 | GPA: 4.0

Coursework: Artificial Intelligence, Machine Learning, Biologically-Inspired Computing, Fuzzy Systems, Image Analysis, Computer Vision

Bachelor's in Computer Science

Youngstown State University

Aug 2022 - May 2024 | GPA: 4.0

Coursework: Data Structures and Algorithms, Object-Oriented Programming, Database Design, Computer Organization, Operating Systems, Software Engineering

// EXPERIENCE

Graduate Research Assistant (Software Developer)

The University of Toledo

Aug 2024 - Present

Scaled Level-1 ACS-accredited medical simulation platform to multiple enterprise clients including federal agencies and R1 universities.

Software Engineer Intern

My Evaluation Pal

May 2024 - Aug 2024

Built real-time data pipeline using FastAPI and Apache Kafka, reducing processing delays by 12%.

Student Assistant

Youngstown State University

Aug 2023 - May 2024

Automated enrollment reporting pipeline using Python, SQL Server, and Power BI.

// RESEARCH & PUBLICATIONS

Systematization of Knowledge: Security and Safety in the Model Context Protocol Ecosystem

Comprehensive analysis of security vulnerabilities in MCP-based AI systems

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Exploring Secure Machine Learning Through Payload Injection and FGSM Attacks on ResNet-50

SVCC 2025 - Investigating adversarial attacks on deep learning models

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Chunking, Retrieval, and Re-ranking: An Empirical Evaluation of RAG Architectures

Evaluating RAG architectures for policy document question answering

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// CERTIFICATIONS

AWS Certified Developer – Associate

Amazon Web Services | Jan 2025

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Introduction to Portfolio Construction and Analysis with Python

EDHEC Business School | Feb 2021

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Social Psychology

Wesleyan University | Aug 2020

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// TECH STACK

Languages

Python JavaScript TypeScript Java Node.js

Frameworks

FastAPI Flask React Express Bootstrap

Cloud & DevOps

AWS GCP Docker Kubernetes Terraform

Data & AI

PostgreSQL MongoDB Kafka RAG Langchain