Cloud Architect at Wright-Patt Credit Union — designing and operating cloud infrastructure in a regulated financial environment. Building toward ML Engineering and AI Engineering roles, with production projects spanning LLM safety, federated learning, differential privacy, real-time MLOps, clinical NLP, and computer vision.
| Certification | Issuer |
|---|---|
| AWS Certified Machine Learning – Specialty | Amazon Web Services |
| AWS Certified Cloud Practitioner | Amazon Web Services |
| GCP Professional Data Engineer | Google Cloud |
| Snowflake SnowPro Advanced: Data Engineer | Snowflake |
| dbt Analytics Engineering Certification | dbt Labs |
| Domain | Technologies |
|---|---|
| ML / Deep Learning | PyTorch · XGBoost · scikit-learn · BERT · BioBERT · HuggingFace · Grad-CAM · Federated Learning (Flower) |
| LLMs & AI Agents | LangChain · LangGraph · RAG · DP-SGD · Opacus · Prompt Engineering · OWASP LLM Top 10 |
| MLOps | MLflow · SageMaker Pipelines · Airflow · Evidently AI · Drift Detection · Model Registry · A/B Testing |
| Data Engineering | Kafka · Apache Spark · dbt · Redis · Airflow · SQL lineage · ETL/ELT |
| Cloud & Infra | AWS (SageMaker · Redshift · S3 · CloudWatch · DynamoDB) · GCP · Docker · FastAPI |
| Privacy & Compliance | Differential Privacy · Federated Learning · HIPAA · GDPR · ECOA / Fair Lending · Presidio PII Redaction |
| Repo | Description | Stack |
|---|---|---|
llm-safety-auditor |
LLM red-teaming: 250+ adversarial attacks, OWASP LLM Top 10 scoring, FastAPI audit reports | sentence-transformers · FastAPI · ReportLab |
chexpert-pathology-classifier |
Multi-label chest X-ray classifier: DenseNet121+EfficientNet-B4 ensemble, 92% AUC, Grad-CAM, SageMaker | PyTorch · SageMaker · FastAPI |
differential-privacy-llm |
DP-SGD fine-tuning for LLMs with Rényi DP budget accounting — privacy-preserving ML | PyTorch · Opacus · FastAPI |
kafka-stream-feature-store |
Real-time ML feature store: Kafka → Redis pipeline, sub-60s feature freshness | Kafka · Redis · FastAPI |
agentic-pipeline-healer |
LangGraph agent that monitors Airflow DAGs, diagnoses failures, auto-applies fixes | LangGraph · Airflow · FastAPI |
clinical-note-llmops |
HIPAA clinical NLP pipeline: Presidio PII scrubbing → BioBERT NER → LLMOps | Presidio · spaCy · FastAPI |
federated-credit-risk |
3-institution federated credit risk via Flower FedAvg — zero raw data sharing, ECOA compliance | Flower · PyTorch · FastAPI |
mlops-retraining-pipeline |
Automated ML retraining: drift-triggered KS-test gates → Welch t-test → A/B validation → promotion | Airflow · MLflow · scikit-learn |
enhanced-ai-proctor |
AI exam proctoring: face recognition + YOLOv8 object detection + mediapipe behavior analysis | YOLOv8 · mediapipe · SageMaker |
9 production-grade public repos · security-audited · CI green · nagizaaz.vercel.app · LinkedIn