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Generative AI Engineer with 2+ years in Data Engineering & AI/ML
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Assessing your cultural and operational fit
Results-driven Generative AI Engineer with 1.7+ years of experience at TCS delivering data-driven insights and analytical solutions. Skilled in ETL workflows, exploratory data analysis, building visualisations with Matplotlib and Seaborn, and translating complex datasets into actionable business recommendations. Experienced in Python, SQL, PySpark, and machine learning, with additional exposure to LLM-based applications and AI-powered analytics.
MG University, Kottayam
Bachelor of Computer Applications (BCA)
August 1, 2021 – June 30, 2024
Tata Consultancy Services (TCS)
Generative AI Engineer
October 1, 2024 – Present
India
Intellipaat
Data Science Intern
May 1, 2024 – September 30, 2024
India
Spotify ETL Pipeline
January 1, 2026 – Present
Built an end-to-end ETL pipeline ingesting Spotify API data via PySpark, automating cleaning and transformation to produce analytics-ready datasets. Implemented validation checks that reduced downstream data errors and improved reporting workflow efficiency.
Gen AI Data Assistant
January 1, 2026 – Present
Developed an AI-powered query assistant using LLM APIs and RAG, enabling non-technical users to query enterprise data in natural language and exposing core functionality via FastAPI endpoints for internal team access. Designed intelligent retrieval workflows that cut average data-access time and improved analytical accessibility across the organisation.
The Complete Python Bootcamp
Udemy
June 1, 2026 – Present
Microsoft SQL Certification Training
Intellipaat
June 1, 2026 – Present
Cultural Fit Analysis
The candidate's projects and professional experience show a strong alignment with data-driven and AI-centric roles. The diversity in projects (ETL pipelines, Gen AI assistant) and exposure to various tools (PySpark, LangChain, Pinecone, FastAPI) suggest adaptability and a willingness to learn new technologies, which is positive for cultural fit in an innovative environment. The target role of 'Generative AI Engineer' is directly aligned with their recent experience at TCS.
Soft Skills & Operational Fit
The candidate demonstrates good operational fit through experience in collaborative environments (Git-based development) and a focus on delivering data-driven insights. The project descriptions indicate an ability to translate technical solutions into business value (e.g., reducing data-access time, improving analytical accessibility).