Portfolio

AWS Certified Machine Learning – Specialty Certification
Microsoft Certified: Azure AI Engineer Associate Certification
AWS Solutions Architect Professional Certification
Azure Solutions Architect Expert Certification
GCP Cloud Architect Professional Certification
TOGAF 9.2 Certification

Building the Future

Cloud•Cloud•DataDataAIAIAgenticAgentic

Designed to Scale

AI Consulting|

About Me

Profile

Principal AI Architect with 18+ years of experience designing and delivering enterprise AI solutions. I specialize in agentic AI systems, LLM engineering, and cloud-native architectures - helping organizations move from AI ambition to working production systems. Based in Bad Homburg, Germany, I work with clients across financial services, healthcare, manufacturing, and professional services.

Core Competencies

Agentic AI & Multi-Agent Systems

LLM Architecture & Fine-Tuning

RAG & Knowledge Retrieval

Cloud Architecture (Azure · GCP · AWS)

MLOps & Production AI Deployment

AI Governance & Responsible AI

Enterprise Architecture (TOGAF)

API Integration & Workflow Automation

18+

Years Experience

AI, Cloud, & Modernization

Core Technology Domains

Professional Journey

Education

2018

MSc in Data Science and BigData

DSTI Paris, France

2006

Bachelor of Technology in Electronics & Communication

Anna University Chennai, India

Experience

2021 - Present

Senior Solution Architect

Deloitte Consulting, Germany

Leading cloud transformation and AI implementation projects

2014 - 2021

Senior Solution Architect

Marina Bay Sands, Singapore

Design and implementing Gaming, Retail and Hospitality Solutions

2007 - 2014

Software Engineer, Lead Programmer

Various

Design and Development of Enterprise solutions

Contact me for the Detailed CV and Project details

Skills & Expertise

Agentic AI & GenAI

LangGraphCrewAILangChainLlamaIndexGoogle ADKOpenAI ADKPydantic AIMCPRAGHybrid SearchHierarchical RAGRe-rankingRAG EvaluationGuardrails AIPrompt Injection DefenseContent FilteringVector DBs (Pinecone · Qdrant · pgvector)OpenAI APIAzure OpenAIAWS BedrockVertex AI (Gemini)

Model Fine-Tuning

SFTDPORLHFLoRAQLoRAPEFTOpenAI Fine-Tuning APIHugging Face (TRL · Transformers · PEFT)UnslothNVIDIA NeMoNeMo-CuratorPyTorchSynthetic Data GenerationData Curation & DeduplicationLLM Evaluation (RAGAS · DeepEval · LLM-as-judge)vLLMAxolotl

AI Governance & Enterprise Architecture

AI StrategyResponsible AIAI Ethics & ComplianceAI Bias DetectionGDPRBaFinRegulatory ComplianceAudit Trail DesignTOGAF 9.2Solution ArchitectureArchitecture GovernanceDigital TransformationData MeshAgile (Scrum · SAFe)

AI Tooling & Workflow Automation

n8nREST APIsWebhooksClaude CodeGitHub CopilotCursorAgentOpsPythonTypeScriptGitYAMLCI/CD (GitHub Actions · Azure DevOps)

Computer Vision & Machine Learning

YOLOOpenCVTensorFlowPyTorchXGBoostscikit-learnONNXLSTMProphetAzure Vision AIAWS RekognitionOCR & Document AI (Textract · PaddleOCR)Azure Digital TwinsAzure IoT Edge

Cloud Architecture & Platforms

Azure (AKS · APIM · DevOps)GCP (GKE · Pub/Sub)AWS (EKS · CodePipeline)Multi-cloud & Hybrid ArchitectureLanding ZonePlatform EngineeringCloud GovernanceCloud SecurityEdge Computing

Data Architecture & Engineering

Data LakehouseDelta LakeIcebergS3/ADLS Data LakesData ModelingSemantic LayerETL/ELT PipelinesApache AirflowAzure Data FactoryAWS GlueBigQuerySnowflakeSynapseRedshiftKafkaFlinkEventBridgePub/SubNeo4jData CatalogingData LineageOpenMetadata

MLOps & DevSecOps

MLflowW&BVertex AI PipelinesSageMaker PipelinesAzure MLAI FoundryModel RegistryModel MonitoringDrift DetectionKubernetes (AKS · EKS · GKE)TerraformHelmArgoCDGitOpsIaC

Featured Projects

Due to the breadth and confidentiality of enterprise engagements, detailed project listings are not displayed here.
Contact me for a personalized overview.

Certifications

TOGAF Certification

TOGAF

TOGAF 9.2 Certified Architect

Azure Certification

Azure

Solutions Architect Expert

Azure Certification

Azure

Cloud Administrator

GCP Certification

GCP

Cloud Architect Professional

GCP Certification

GCP

Professional Network Engineer

GCP Certification

GCP

Professional Security Engineer

AWS Certification

AWS

Solutions Architect Professional

AWS Certification

AWS

Advanced Network Specialty

AWS Certification

AWS

Security Specialty

AWS Certification

AWS

DevOps Engineer Professional

AWS Certification

AWS

Machine Learning Specialty

Azure Certification

Azure

Microsoft Certified: Azure AI Engineer Associate

neo4j Certification

neo4j

Neo4j Certified Professional

AWS Certification

AWS

AWS Certified Solutions Architect – Associate

AWS Certification

AWS

AWS Partner: Digital Sovereignty

NVIDIA Certification

NVIDIA

NVIDIA Certified: Agentic AI (NCP-AAI)

kubernetes Certification

kubernetes

CKA: Certified Kubernetes Administrator

Solutions & Services

Enterprise AI & Agentic Systems

Design and deploy intelligent AI solutions that combine LLMs, autonomous agents, and contextual knowledge systems to transform enterprise operations.

  • LLM integration with CRMs, ERPs, and internal platforms
  • Retrieval-Augmented Generation (RAG) with vector databases and semantic search
  • Autonomous AI agents using LangGraph, CrewAI, and AutoGen for task orchestration
  • Multi-agent systems for complex workflow automation and decision support
  • Enterprise-grade prompt engineering, fine-tuning, and responsible AI governance

Machine Learning & Computer Vision

Build end-to-end ML and vision AI systems from concept to production with robust MLOps, delivering scalable and insight-driven outcomes.

  • Model development using TensorFlow, PyTorch, XGBoost, and scikit-learn
  • Computer vision for classification, detection, segmentation, OCR, and anomaly detection
  • Cloud-native AI services (AWS Rekognition, Azure Cognitive Services, Google Vision AI)
  • MLOps pipelines with SageMaker, Azure ML, MLflow, and automated retraining
  • Real-time and batch inference with monitoring, versioning, and edge deployment

Cloud Strategy & Architecture

Design, migrate, and optimize cloud platforms with enterprise-grade governance, security, and scalability across AWS, Azure, and GCP.

  • Cloud adoption strategy, business case development, and TCO analysis
  • Landing zone design with multi-account governance, identity, and security controls
  • Cloud migration execution: lift-and-shift, replatforming, or re-architecture
  • CI/CD pipeline implementation using GitOps, Azure DevOps, and AWS CodePipeline
  • Platform engineering for developer productivity and compliance-ready environments

Data Platform Engineering

Build modern, resilient data platforms that power analytics, AI, and real-time insights with scalable lakehouse architectures.

  • Data lakehouse architecture using Delta Lake, Iceberg, and BigLake
  • ETL/ELT pipelines with Azure Data Factory, AWS Glue, Airflow, Snowflake, and Databricks
  • Real-time ingestion using Kafka, Kinesis, Pub/Sub, and Apache Flink
  • Data modeling and optimization for BigQuery, Snowflake, Synapse, and Redshift
  • Data quality, cataloging, and lineage with Great Expectations and OpenMetadata

Legacy Modernization

Transform legacy mainframe and monolithic systems into cloud-native, agile architectures that enable innovation and long-term scalability.

  • Assessment and discovery for mainframe (COBOL, RPG, JCL) and AS400 workloads
  • Refactoring and replatforming using AWS Mainframe Modernization and Azure tools
  • Re-architecting into microservices with event-driven or REST-based integrations
  • Data modernization and offloading to S3, PostgreSQL, or Snowflake
  • Zero-downtime migration with CI/CD enablement and operations transition
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