I build data science & analytics
solutions that drive measurable business impact
Data Scientist with 5+ years delivering ML and analytics solutions across healthcare, manufacturing, and enterprise systems. I combine machine learning expertise with analytics to build intelligent systems and data-driven insights — from problem discovery and model development to production deployment and evaluation.
M.Tech CSE - Data Science, IIT Jammu · India
Impact & Expertise
ML Research & Production Systems
Transitioned cutting-edge ML and NLP research into production systems. Published AAAI 2024 demonstrating prompt engineering superiority. Optimized models achieving 9× inference speedup and 8× compression while maintaining accuracy. Few-shot prompting reduced labeled data reliance by 99%.
NLP · Model Optimization · GenAI Systems
Analytics at Scale with Real Impact
Built operational analytics platforms serving 10,000+ daily users and reducing troubleshooting time by 99%. Engineered regulatory intelligence system aggregating 200+ sources across 18+ countries, achieving 95% automation. Defined KPIs, evaluation frameworks, and data-driven decision making systems.
KPI Definition · Operational Analytics · Insights
Research-Backed Evaluation Rigor
Championed rigorous testing and evaluation frameworks for production systems. Co-authored OpenMedLM (AAAI 2024, NEJM AI) advancing ML methodology. Shares technical insights on AI, ML, NLP, and systems engineering through Token by Token blog.
Evaluation Frameworks · Prompt Engineering · Publication
Token by Token
Understanding AI, ML, NLP, LLMs, and Real-World Generative Systems, One Step at a Time
Artificial intelligence doesn't think in moments of magic.
It learns, reasons, and generates outcomes token by token through math, data, and carefully engineered systems.
Token by Token is a technical platform dedicated to understanding modern AI from the inside out. From foundational machine learning concepts to large language models and real-world generative AI systems, this series focuses on how intelligence is built, not just how it appears.
This is not a collection of surface-level tutorials or trend-driven commentary.
Here, we slow things down.
We will explore how Complex ideas like neural networks, optimization, transformers, embeddings, attention, training dynamics, inference pipelines, and deployment trade-offs are broken into clear, intuitive steps. Each article builds on the previous one, helping you form a mental model of how intelligent systems actually work.
The goal is clarity, not intimidation.
There's no hype here. No shortcuts. No "black-box" thinking.
Just careful reasoning, solid engineering, and honest explanations,
built one concept, one decision, one token at a time.
If you want to move beyond using AI tools and start understanding the
systems beneath them,
you're in the right place.
Welcome to Token by Token.
Let's Collaborate
Whether you're looking for an AI Product Manager to own your GenAI roadmap, a consultant to translate business problems into scalable AI systems, or a thought partner on your AI strategy — I'd love to connect.
Open to AI PM roles, consulting engagements, advisory opportunities, and mentoring conversations.