What I work with

Skills

A working stack built through research and hands-on engineering — not a checklist, but the tools I've actually used to build and ship systems.

01 —

Technical

LLM Engineering

Prompt Engineering Fine-tuning LoRA / QLoRA RAG Pipelines Multi-agent Systems Instruction Tuning Inference Optimization LLM Evaluation LLM-as-judge Behavioral Probing Blackbox Testing

NLP & Retrieval

BERT Transformers Sentence Transformers Word2Vec TF-IDF Semantic Search Embedding Pipelines Abductive Inference Causal Reasoning Contrastive Learning

Machine Learning

Neural Networks Multimodal ML Prosodic Feature Extraction XGBoost Tree-based Models Generative Modeling Sequence Modeling Feature Engineering SHAP EBM Model Interpretability

Statistical Modeling & Forecasting

Time-series Regression Multilinear Regression Elastic Net Ridge / Lasso Polynomial Feature Engineering Lag Feature Engineering Autocorrelation Analysis Heteroskedasticity Diagnostics Log Transformation Overfitting Analysis

Infrastructure & Tools

Python SQL FastAPI PyTorch Hugging Face Docker ChromaDB SQLite Ollama GCP

02 —

Education

M.S. in Data Science

University of Colorado Boulder

2025

B.S. in Business Marketing

Metropolitan State University of Denver

2021