AI ENGINEER
ENERGY INDUSTRY|GREATER HOUSTON
David Fernandez
AI ENGINEER
Houston, TX
AI Engineer & Consultant 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. Expert in GenAI, Agentic RAG, and Multi-Agent Orchestration (Core LangGraph Contributor). Skilled in rapid prototyping and hardening systems for production using Python, FastAPI, React, and Cloud-Native infrastructure.
Experience
Education
Skills
Open Source
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/CDCompliance Agent
Multi-agent RAG system automating compliance validation and document review, reducing audit prep time 60%.
PydanticAI • DSPy • Mistral • Python • FastAPIAnomaly Agent
Isolation Forest anomaly detection on streaming sensor data with automated root cause analysis. 92% precision.
Python • Isolation Forest • Gradio • Time-Series • DockerVision Agent
Qwen2-VL pipeline generating structured assessments with severity classification. Reasons about context, not just objects.
Qwen2-VL • Transformers • Python • Gradio • Docker • ONNX Runtime