Juan Miguel Gutierrez

Design multi-agent LLM pipelines (SOTA foundation models + NLP pattern-matching) for automated healthcare data processing, reaching error-free extraction across all manually validated cases. Prototyped STT/TTS models and a real-time computer-vision anomaly-detection pipeline (DRAEM + temporal deep learning, 91% accuracy) for industrial process evaluation. Earlier, benchmarked survival-analysis models (Cox PH, Kaplan–Meier, XGBoost Survival, DeepSurv), reaching a 0.70 concordance index on clinical data.

Improved median stock health by ~15% and reduced overstock by 10% via probabilistic forecasting integrated into inventory optimization. Pioneered Reinforcement Learning and Contextual Bandits for dynamic pricing and order-quantity models. Built LLM agents with multi-agentic workflows and advanced prompting (Tree-of-Thought) for executive decision support. Contributed to a Stable Diffusion image-generation initiative and a Tableau seller-funnel dashboard.

Reviewed and validated 200+ student projects across Python, SQL, statistics, supervised/unsupervised ML, time series, NLP, and computer vision — mentoring learners on accuracy and best practices.

Built a record-matching algorithm achieving 80% match rate on partial data. Implemented gas-shortage estimation methods that reduced client costs by 25%. Worked across time series, supervised learning, and dynamic panel-data models using Python, R, and STATA.

Researched differential-privacy algorithms at the Tic Tank research group, contributing to a published workshop paper at ICML LatinX in AI (LXAI) 2022.

Statistical Learning Track. Invest Your Talent in Italy Scholarship (Top 5%) & Colfuturo Scholarship Loan. Coursework: AI & Computer Vision, High-Performance (CUDA) Computing, Graph ML, Streaming Data Engineering, Statistical Signal Processing, Online Machine Learning.

Minor: Artificial Intelligence. Coursework: NLP, Machine Learning, Computer Vision, Optimization, Data Structures & Algorithms.

Coursework: Econometrics, Time Series, Statistics. School Alliance Scholarship (top 3 of applicant pool).