About Me

Passionate Machine Learning Engineer and Data Science Master's student with hands-on experience in building intelligent systems, RAG pipelines, and scalable AI solutions.

My Journey

I'm a Master's student in Data Science at Trier University, Germany, with a strong foundation in computer science and hands-on experience in machine learning engineering. My journey began with a Bachelor's degree in Computer Science and Engineering, followed by professional experience across enterprise delivery, AI/ML consulting, and production RAG systems.

Currently, I work as an ML Engineer at Sudha Consulting Group AB, where I focus on production-ready RAG applications, latency optimization, retrieval quality, and cost-efficient LLM deployment. I'm passionate about turning prototypes into scalable AI solutions and staying at the forefront of AI/ML innovation.

My expertise spans across RAG pipelines, vector databases, FastAPI development, and data engineering. I'm particularly interested in the intersection of AI and practical applications that solve real-world problems.

Professional Journey

ML Engineer

June 2025 - July 2026 (Present)

Sudha Consulting Group AB, Remote (Sweden)

Reduced RAG response latency from 2.4s to 0.9s with async streaming, Qdrant vector index caching, and prompt compression. Improved retrieval precision@5 from 0.68 to 0.84 through hybrid search and reranking, while cutting LLM inference cost by 34% with quantized Mistral-7B on AWS Lambda and response caching.

RAG Qdrant Mistral-7B AWS Lambda

AI/ML Engineer

Oct 2024 - June 2025

Starting Point Solutions, Trier, Germany

Automated weekly demand forecasting to save clients about 12 hours of manual Excel work per week. Built Python pipelines processing 450k+ retail transactions daily with 99.7% uptime on GCP, improved defect-detection accuracy from 81% to 88%, and led a cloud handover that reached production in 3 weeks.

Python GCP Forecasting Computer Vision

Project Engineer

May 2022 - Sep 2024

Wipro, Bengaluru, India

Built supervised learning models for enterprise use cases, including data preprocessing, feature engineering, and model validation. Collaborated with large-scale delivery teams to support production-oriented client work.

Supervised Learning Feature Engineering Model Validation Enterprise Delivery

M.Sc. Data Science

Oct 2024 - Present

Trier University, Germany

Pursuing Master's degree with focus on Machine Learning, Big Data Analytics, Programming, Statistics, Data Mining, and Agent-based Modeling.

Machine Learning Big Data Statistics Data Mining

B.E. Computer Science

Aug 2018 - Jul 2022

Vemana Institute of Technology

Bachelor's degree with comprehensive coverage of DBMS, Operating Systems, Computer Networks, Algorithms, OOP, and Software Engineering.

DBMS Algorithms OOP Networks

Technical Skills

Interactive visualization of my technical expertise across different domains

Skills Overview

AI/ML & RAG

RAG Pipelines 90%
LLM Applications 85%
Vector Databases 80%
Machine Learning 85%

Data Engineering

Python & ETL 95%
SQL & Databases 90%
Data Pipelines 85%
Data Quality 80%

Frameworks & Tools

FastAPI 90%
LangChain 85%
Docker 80%
Git & GitHub 85%

Cloud & Platforms

Azure 75%
Weaviate 80%
ChromaDB 75%
FAISS 70%

Certifications & Training

AZ

Microsoft Azure AZ-900

Azure Fundamentals Certification

Java

Java Programming

Advanced Java Development

DS

Data Science

Master's Degree in Progress