AI/ML Engineer | Forward Deployed Engineer
GxP, GenAI & Audit Intelligence
I am Vinay Kumar K.V, an AI/ML engineer with 10+ years experience delivering solutions at TCS, building NLP and GenAI agentic systems for regulated pharmaceutical environments.
Bridging Strategy and AI Systems
The AI Engineer Who Works Across Business, Risk, and Delivery
I build AI systems that operate in the real world, including audit-anomaly detection, hierarchical NLP extraction, and GenAI tooling in regulated pharmaceutical environments.
With 10+ years at Tata Consultancy Services, I have moved from infrastructure operations into product engineering, onsite leadership, and now full-time AI/ML delivery. I am comfortable translating complex regulatory and operational needs into production-ready models and experiments.
GxP Compliance
Expert in pharmaceutical validation standards. Experienced in authoring full URS, SRS, and UAT protocols.
Doctoral AI Research
Conducting DBA research in Walsh College on robust safety-critical autonomous systems.
Click on any skill node to query system details:
Machine Learning & NLP
Generative AI & LLMs
Enterprise Systems & APIs
Leadership & Stakeholder Alignment
VATSA AI System
Unified Five-Modality Robotics Architecture
Career Journey
A Decade of Technical Growth & Leadership
AI/ML Engineer - NLP & AI Agents
Product Engineer - Lead / Business Analysis & GenAI Prototyping
Product Engineer - Lead / Validation / Scrum / Business Analysis
Systems Engineer - IT Infrastructure Backup Automation
AI/ML Engineer - NLP & AI Agents
LearnWithVinay
Founder & Tech Educator
Generative AI & LLM Systems
In DevelopmentAdvanced structures for semantic extraction, vector search indexes, vector db configurations, prompt safety filtering, and model benchmarking.
Machine Learning & Deep Learning
In DevelopmentMathematical backpropagation, gradient descents, custom neural classifier loops, and validation checks using SHAP and LIME.
Mathematics for Data Science
In DevelopmentThe fundamental mathematical building blocks behind regressions, loss functions, optimizer derivations, and neural weights.
Python Programming
Recording In ProgressWriting clean, modular Python microservices and utility scripts designed to integrate into automated pipelines and live production environments.
SQL & Relational Databases
In DevelopmentRelational database mechanics, constructing high-performance analytical queries, indexing methods, and transactional safety.
ROS2 & Robotics Systems
In DevelopmentRobotics OS mechanics, wiring publisher-subscriber nodes, handling raw spatial lidar data feeds, and mapping joint motion instructions.
Embedded C++ & PCB Design
In DevelopmentWriting low-latency C++ instructions for microcontrollers, designing schematics, routing tracks, and ensuring clean hardware signal loops.
Academic Foundation
Combining Doctoral Research, Applied AI, and Business Rigor
VATSA: Video, Audio, Text, Sensory, Action - A Unified Five-Modality Architecture for Human-Level Perception and Action
Abstract: This research proposes a unified multimodal neural network model tailored for safety-critical robotics environments. By combining visual bounding boxes, audio spectrogram converters, text goal parsers, and spatial sensor networks, the architecture drives real-time action instructions. The model integrates the SAMOS routing mechanism, analyzing collision scores dynamically to restrict motor torque velocities in proximity to human operators, providing a robust validation pathway for GxP-regulated deployment.
Doctor of Business Administration (DBA) in AI & Machine Learning
Walsh College, USA (via Great Learning)
Focus: AI & Machine Learning, with research interest in autonomous systems in safety-critical environments.
Post Graduate Program in AI & ML
McCombs School of Business, UT Austin
Focus: Applied AI & ML with a business-oriented lens for real-world deployment.
Master of Business Administration (MBA)
MSRIT, Visvesvaraya Technological University
Focus: Marketing, with a strong grounding in business strategy and stakeholder communication.
Bachelor of Engineering (B.E.)
Sir M. Visvesvaraya Institute of Technology
Major: Electronics & Communication Engineering.