Experience

AI Researcher

DFKI — SmartCut

Earth Observation + harvester data for automated field management decisions. Apache Airflow, Kedro, deployment with farming partners.

AI Researcher

DFKI — MissionKI

Privacy auditing frameworks for ML models and LLMs. Membership inference, model inversion, healthcare AI compliance, domain-specific LLM fine-tuning.

AI Researcher

DFKI — Yield Consortium

Multimodal crop yield prediction from satellite + weather + geospatial data. Built pipelines, dashboards, and MLOps infrastructure alongside peer-reviewed research outputs.

Application Developer

IBM

Distributed Java EE systems for telecom within an SOA environment.

Education

M.Sc., Cognitive Science

Osnabrück University

Specialization in machine learning, computer vision, and data science.

B.Tech, Electronics Engineering

HBTI Kanpur (UPTU)

Working Toolkit

Methods and infrastructure I rely on most often

Research & Modeling

PyTorch
expert
TensorFlow
advanced
Hugging Face
expert
Explainability
advanced

Data & Orchestration

Python
expert
Kedro
expert
Apache Airflow
advanced
MLflow
expert

Deployment

Docker
expert
GitLab CI/CD
expert
AWS Sagemaker
advanced
Azure Databricks
intermediate