FULL STACK ENGINEER & AI/ML CONSULTANT
18+ years building production systems across the full stack — Python, Ruby on Rails, React, cloud infrastructure, and more recently, AI and machine learning.
18+
Years Experience
10+
Engineers Led
3
Countries
4
Industries

ABOUT ME
I've spent 18+ years building web applications with Python, Ruby on Rails, and React, deploying on AWS and GCP — and over the last four years, that's expanded into data pipelines and search systems.
I've worked across microservices and search engineering with Elasticsearch and OpenSearch. I've also led engineering teams, which means I care as much about how a system is designed as I do about whether it works.
More recently I've been spending a lot of time on AI and ML — RAG pipelines, LLMs, computer vision. I find this space genuinely interesting, and I approach it the same way I do backend work: get it running, then make sure it stays running in production.
Backend
Python & Ruby on Rails
Cloud
AWS & Google Cloud (GCP)
AI / ML
LLMs, RAG, Computer Vision
Leadership
Led teams of 10+ engineers
PROFESSIONAL JOURNEY
Jun 2023 – Present
BAYARD GmbH — Germany
Working with GDSN product data — ingestion, validation, normalisation, and multi-region sync — using Python and Ruby. Designed the microservices architecture, handled Kubernetes deployments on STACKIT and GCP, and built React-based web applications for client use. Collaborating closely with a distributed team throughout.
Feb 2022 – May 2023
Techwave Consulting
Led backend architecture for a set of data integration products. Wrote services in Python and Ruby, built out Elasticsearch indexing, and managed Docker and Kubernetes deployments. Worked closely with European clients throughout the engagement.
Jun 2013 – Nov 2021
GreyCampus
Eight years here — started as a developer and ended up leading a team of 10+ engineers. Built and maintained high-traffic LMS platforms on Rails with React frontends, did significant database performance work, and handled a legacy migration from Laravel to Rails.
2008 – 2013
Winzest / Techgene
Where it all started — building PHP web applications, designing database schemas, and learning how the backend actually works. Five years of foundational work that shaped how I think about systems today.
TECHNICAL EXPERTISE
A comprehensive toolkit built over 18+ years of solving complex technical challenges across the full technology stack.
Python
Ruby on Rails
PHP
JavaScript
Flask
React
Elasticsearch
OpenSearch
PostgreSQL
MySQL
AWS RDS
AWS (EC2, S3, RDS)
GCP (GKE, Cloud Run)
Docker
Kubernetes
CI/CD
Scikit-learn
TensorFlow
Hugging Face
NLP / LLMs
RAG Systems
Computer Vision
EDA & Feature Engineering
Microservices
System Design
API Design
Performance Optimisation
A/B Testing
FEATURED WORK
Data pipelines for GDSN product data — handling ingestion, validation, normalisation, and multi-region synchronisation to GS1 standards. Built in Python and Ruby, deployed across GCP and AWS.
Impact: Reliable product data sync across international supply chains
A set of ML projects built over the past few months: a RAG-based pipeline using LLMs for document querying, and CNN/VGG16 models for image classification. Both deployed as Flask APIs in Docker containers, running on cloud infrastructure.
Impact: Production ML APIs covering NLP and computer vision
Built and led the engineering of an education platform that scaled to serve thousands of users. Rails backend, React frontend, Elasticsearch for search, and PostgreSQL on AWS RDS. Led a team of 10+ engineers, worked closely with business teams to understand their problems, translated requirements into technical solutions, and drove implementation end to end.
Impact: Thousands of active learners across multiple course categories
End-to-end build of a US healthcare directory where patients can find direct care and concierge doctors by specialty, location, and procedure. Includes a job board, lab testing portal, and separate dashboards for patients and providers.
Impact: Live across all US states — patients and providers nationwide
CONTINUOUS GROWTH
POST GRADUATE PROGRAM
The University of Texas at Austin
McCombs School of Business · June 2026 · 9.5 CEUs
Hands-on projects completed during the PGP-AIML program, grouped by domain.
Generative & Agentic AI
NewsFindr · Medical Assistant
Deep Learning & Computer Vision
HelmNet · ReneWind
Predictive ML & MLOps
Tourism Package · SuperKart · EasyVisa · Personal Loan Campaign
Statistics, SQL & Analytics
E-news Express · New Wheels · FoodHub
"The day you stop learning is the day you stop growing."
Staying ahead in technology means embracing continuous learning and adaptation.
LET'S COLLABORATE
If you're working on something interesting and think I could help — whether it's architecture, backend, or an AI system — feel free to reach out. I'm always open to a good conversation.
© 2026 • Full Stack Engineer & AI/ML Consultant
Python · Ruby on Rails · React · AWS · GCP · AI/ML