Tirupathi Rayudu Kommineni
Master of Science in Data Science
Regis University
Expected Graduation: Spring 2026
Master of Science in Data Science
Regis University
Expected Graduation: Spring 2026
I am a Generative AI Engineer, Machine Learning Engineer & Data Scientist with over seven years of experience designing scalable, production-grade AI solutions. I am currently maintaining a 4.0 GPA while pursuing my Master's in Data Science at Regis University. My expertise lies in bridging robust Data Engineering foundations with state-of-the-art Generative AI and advanced ML modeling. I am deeply specialized in architecting autonomous AI Agents, Multi-Agent orchestration, and complex Enterprise RAG pipelines. I am highly skilled in MLOps, LLM optimization, and cloud-native AI infrastructure to build, deploy, and scale fault-tolerant, reasoning-based AI systems. My primary goal is to automate complex enterprise workflows and drive measurable business impact.
Programming Languages
Python, SQL, R, Bash/Shell
Tools & Frameworks
Docker, Kubernetes, DVC (Data Version Control), MLflow, GitHub Actions, Git, Elasticsearch
Machine Learning
PyTorch, TensorFlow, Scikit-Learn, XGBoost, Hugging Face (Transformers), LangChain, LangGraph, OpenCV
Web Development
Flask, FastAPI, Streamlit, Gradio
Databases
MySQL, SQL Server, PostgreSQL, MongoDB, Oracle, Qdrant, ChromaDB
This project investigates whether AI models learn to cooperate or act selfishly when playing a three-player Iterated Prisoner's Dilemma. Across 79 experiments, open-source models (Llama3, Gemma2, Mistral) were tested under varying parameters like temperature and history window. SHAP analysis revealed that the specific combination of models drives 82.5% of cooperative behavior, overwhelmingly outweighing game settings. For instance, three Gemma2 agents achieved perfect cooperation, while mixed groups saw cooperation drop to as low as 38.2%. Ultimately, model selection determines multi-agent teamwork success far more than any tunable system parameter.
Feel free to reach out for collaboration opportunities, questions about my projects, or just to connect!
I'm always open to discussing new projects, creative ideas, or opportunities to be part of your vision.