PSTNPX

What I Can Do

Hover over each panel to explore my core capabilities across ML, data, and engineering.

Machine Learning

ML Pipelines & MLOps

Machine Learning

Data Engineering
Data Engineering
Full Stack Dev
Full Stack Dev
DevOps & Cloud
DevOps & Cloud
Self-Hosted Lab
Self-Hosted Lab

AI Platform Engineering

Build company-wide AI infrastructure — centralized MCP servers, LLM API gateways, and governance tooling — so every team can use AI safely against internal data with proper cost attribution.

  • Centralized MCP Server (Streamable)
  • LLM API Gateway on Bedrock
  • Usage & Cost Tracking by Team / User
  • RBAC, Audit Logs & Admin Controls

Machine Learning & MLOps

Design and deploy end-to-end ML pipelines — from raw data ingestion to production model serving. Experienced with MLflow, Airflow, and Kubernetes-based model deployment.

  • Model Training & Evaluation
  • MLflow Experiment Tracking
  • Automated Retraining Pipelines
  • Real-time Inference at Scale

Data Engineering

Build robust ETL pipelines that process terabytes of data reliably. Skilled in Apache Airflow orchestration, SQL/NoSQL databases, and time-series storage.

  • Apache Airflow Orchestration
  • Data Warehouse Design
  • Time-Series with InfluxDB
  • Redshift & PostgreSQL

Full Stack Development

Deliver complete web applications from backend API to polished frontend UI. Proficient in NextJS, React, Python FastAPI, and Docker-based deployments.

  • NextJS / React Applications
  • Python Backend APIs
  • MySQL & REST Integration
  • Responsive UI Design

DevOps & Infrastructure

Architect and manage containerised workloads with Kubernetes. Implement GitOps workflows, reverse proxies, and automated CI/CD pipelines.

  • Kubernetes (k3s) Clusters
  • Docker Compose & Helm
  • FluxCD GitOps
  • Traefik Reverse Proxy

Self-Hosted Systems

Design and maintain a production-grade homelab running monitoring, AI, and media services — all on-premise with SSO and persistent storage.

  • Ollama / OpenWebUI (Local LLM)
  • Grafana + InfluxDB Monitoring
  • Pi-hole & Privoxy
  • TrueNAS RAID-Z Storage