Vinay Kumar K.V

Vinay Kumar K.V

Applied Data Scientist (GenAI & NLP) | GxP & Regulated Systems | AI Governance & Quality Analytics

Transforming 6+ years of pharmaceutical systems expertise into AI/ML engineering excellence...

About Me

Applied Data Scientist specializing in GenAI and NLP for GxP-Regulated pharmaceutical systems, with 6+ years of experience delivering compliance-critical solutions across global life sciences organizations as Tech Business Analyst/ Product Owner.

My current focus is on the safe, explainable, and audit-ready adoption of AI in regulated environments. I am designing human-in-the-loop GenAI and NLP solutions that support quality, compliance, and operational teams while aligning with GxP, data integrity, and validation expectations.

I am currently building and validating AI prototypes/personal projects that apply NLP and GenAI to unstructured quality data such as deviations, CAPAs, and audit observations, with emphasis on:- Controlled GenAI (RAG, prompt guardrails, traceability)- NLP-based classification, clustering, and trend detection- Explainability, model governance, and validation-friendly design - Risk-based AI adoption aligned to GAMP 5 principles

Alongside my professional work as Technical Business Analyst, I am pursuing advanced academic training in AI:

This combination allows me to bridge practical enterprise delivery with rigorous AI thinking, particularly in highly regulated contexts where both technical depth and governance are critical.

I have worked as a Product Owner/Business Analyst within global pharmaceutical programs, leading requirements definition, GxP documentation (URS, SRS, validation protocols), UAT coordination, and cross-functional stakeholder engagement across quality, IT, and regulatory teams. I am particularly interested in roles and collaborations focused on: - GenAI & NLP in regulated or enterprise environments- Quality, compliance, and operational analytics in life sciences - Scalable and responsible AI adoption in GxP systems If you are working on AI in regulated environments or exploring how GenAI can be operationalized safely, I’m always open to exchanging insights.

8+
Total Years of Experience
10+
Major Releases - GSK
3
Innovative Production Systems - GSK
Dedication and Efforts
Skills, Appreciations & Positive Feedbacks

Technical Skills

Data Science & ML

Machine Learning 30%
Agentic AI and LLM Products 20%
Python 70%
Statistical Analysis 30%

Product & Analysis

Product Ownership 90%
Business Analysis 95%
Requirements Engineering 90%

Domain Expertise

GxP Compliance 95%
Pharmaceutical Systems 90%
Validation Protocols 85%

Tools & Methodologies

Agile/Scrum 90%
Git/GitHub 75%
Azure/Google Cloud 30%

Professional Experience

May 2023 - Present

Technical Business Analyst

Tata Consultancy Services - GSK plc | London, UK
Leading AI-enabled product development with focus on certificate automation. Developed production Python utilities including XML digital signature tool and Excel-to-XML converter. Contributed to AI model requirements definition and comparative analysis of Azure Document Intelligence vs GPT-4 for pharmaceutical document processing.
September 2019 - May 2023

Technical Business Analyst

Tata Consultancy Services - GSK plc | Bangalore, India
Managed 8+ major releases across global pharmaceutical operations. Translated complex business requirements into technical specifications. Defined non-functional requirements for DevOps automation and CI/CD pipelines.
October 2017 - Aug 2019

Sabbatical

Full-Time MBA
Dedicated to studies, market research, internship and projects.
October 2015 - October 2017

System Engineer

Telefónica | Chennai, India
Managed backup and archival operations ensuring 100% SLA compliance. Executed data restore requests maintaining business continuity.

Projects & Portfolio

XML Digital Signature Tool

XML Digital Signature Tool

Production-ready Python utility implementing ASTM standards for digital signing of XML documents in regulated pharmaceutical environments.

Python ASTM Standards GxP Compliance
View on GitHub →
Excel to XML Convertor Tool

Excel to XML Converter

Data transformation tool for converting Excel data to XML format, deployed in GxP-compliant pharmaceutical workflows.

Python Data Processing XML
View on GitHub →
AI Chat App

AI Agent & AI Assistant

LLM-powered agent to update data in website with APi call and personalized AI assistant with scope of further improvements.

LLM Gemini Todoist
View AI Todoist Agent →
View AI Assistant →

I am exploring other domains and realworld business problems and building further projects in GitHub

Find more projects here →

Education

Walsh College Logo

Doctor of Business Administration (DBA) in AI & Machine Learning

Expected 2025-2028

3-year program: Year 1 (PGP in AI & ML), Year 2 (MS in AI & ML), Year 3 (Research & Dissertation)

Mccombs Logo

Post Graduate Program in AI & ML

Expected 2025-2026

Business Applications focus with hands-on machine learning and AI implementation

RIT Logo

Master of Business Administration (MBA)

2017-2019

Marketing and Research specialization. Secured 82nd rank statewide in Karnataka PGCET.

SIRMVIT Logo

Bachelor of Engineering - Electronics & Communication

2012-2015

Get In Touch

I'm always interested in discussing AI/ML projects, pharmaceutical technology challenges, or collaboration opportunities.