Omkar Nayak

Hi, I'm Omkar Nayak.

A Scientist

Self-driven, quick starter, passionate programmer with a curious mind who enjoys solving complex and challenging real-world problems.

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Mathematics and Computer Science Student at the University of Michigan - Ann Arbor. Machine Learning Engineer at Synafox AI and Research Associate II at Zhou Lab.

Currently developing autonomous agentic workflows for clean energy infrastructure and working on publications in LLMs and GWAS.

Featured Projects

                
Autonomous Energy Infrastructure Agent
                  Multi-agent system using CrewAI for monitoring and optimizing clean energy infrastructure through digital twin simulations.
                
Project DetailsTools: CrewAI, LangChain, Python, Docker
Autonomous monitoring of digital twin simulations
Predictive model optimization for resource allocation
MLOps integration with CI/CD pipeline

LLM-Enhanced GWAS Analysis
                  Novel phenotype recognition method using LLMs for Genome Wide Association Studies with 50,000+ genetic records.
                
Project DetailsTools: Python, PyTorch, LangChain, PubMed API
Tested on 12 distinct phenotypes
50,000+ genetic sequencing records analyzed
Electronic Health Records integration

Expert Reasoning in Medical LLMs
                  Integrating expert medical reasoning into LLMs, improving diagnostic accuracy by 38% on 80,000+ health records.
                
Project DetailsTools: Python, vLLM, NeMo Guardrails, PyTorch
38% improvement in diagnostic accuracy
80,000+ precision health records analyzed
HIPAA-compliant implementation

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Contact

omkarn@umich.edu

github.com/omin23

linkedin.com/in/omkarn-n