AI ENGINEER
ENERGY INDUSTRY|GREATER HOUSTON
David Fernandez
AI ENGINEER
Houston, TX
AI Solutions Engineer with 5+ years of experience embedding with cross-functional teams to ship production AI systems. Proven track record of translating ambiguous business goals into measurable ROI, specifically within highly regulated sectors like Energy & Commodities. At Archrock, I build enterprise AI on the Microsoft stack — Fabric data agents, Copilot Studio, Azure AI Foundry, Power BI, and Power Apps. Expert in GenAI, Agentic RAG, and Multi-Agent Orchestration (Core LangGraph Contributor), with deep experience hardening systems for production using Python, FastAPI, and Cloud-Native infrastructure.
Experience
Portfolio
Production ML systems | Predictive maintenance, anomaly detection, real-time classification, and MLOps platforms deployed at scale.
Experiments
Predictive Agent
LSTM model extending maintenance intervals 15-20%. Trained on NASA C-MAPSS turbofan dataset.
Python • Scikit-Learn • LSTM • Plotly • Docker • CI/CDAnomaly Agent
Isolation Forest anomaly detection on streaming sensor data with automated root cause analysis. 92% precision.
Python • Isolation Forest • Gradio • Time-Series • Docker