I'm Mintu Yadav,
I turn operations & data into decisions.
Operations & management consultant and Data / ML scientist — M.Tech in Industrial Engineering & Operations Research at IIT Bombay. I re-engineer supply chains and build ERP/BI systems for industry clients, and I develop machine learning, deep learning and optimization models grounded in research rigor.
One profile, two strengths that reinforce each other
I sit at the intersection of operations consulting and applied machine learning. The same quantitative foundation that lets me re-engineer a supply chain also drives the models I build — so clients get decisions backed by data, and data work that's grounded in real business impact.
Business process re-engineering, supply chain & warehouse optimization, ERP/BI transformation and KPI reporting across FMCG, shipbuilding and retail.
NLP & LLM fine-tuning, deep learning, time-series forecasting, computer vision and mathematical optimization — validated with statistical rigor.
Consulting engagements that moved the metric
Cross-industry client work at Gemba Concepts — pairing data & ML-driven analytics with hands-on operations and supply-chain delivery.
Operations Consultant
Gemba Concepts Pvt. Ltd. · Bangalore Jun 2025 — PresentSelected client engagements — industry-anonymized:
M.Tech research at IIT Bombay
Thesis and seminar work in clinical NLP and optimization — peer-reviewed rigor and statistically validated results.
Research
Medical Prescription Generation — Healthcare NLP
- Custom Named Entity Recognition to extract entities from RCT literature on IgA Nephropathy.
- Fine-tuned BERT, ClinicalBERT, DistilBERT, BART, LLaMA & Mistral (iterative, direct & bootstrap).
- Research-paper ranking system retrieving studies by patient parameters.
- NDCG 0.9789 — outperforming Google (0.9116) and PubMed (0.9322).
Modified Particle Swarm Optimization (MPSO)
- Up to 42% faster convergence vs. standard PSO.
- Up to 35% accuracy improvement in 11/14 benchmark functions.
- Significance confirmed with p < 0.05 via hypothesis testing.
Education
M.Tech, Industrial Engineering & Operations Research
CPI 8.7. Coursework in machine learning, deep learning, engineering statistics, mathematical optimization, probability & stochastic processes, and multivariate data analysis.
B.E., Civil Engineering
Score 7.5 CGPA.
Selected work
Operations, analytics, machine learning and optimization projects — filter by area. Amber cards are ops/consulting, cool cards are data/ML.
Writing & insights
Tutorials and thoughts on data science, machine learning and emerging AI.
A Beginner's Guide to GitHub, Colab & Jupyter Lab
Repository setup, file management, README creation and the key terminal commands that power a smooth deep-learning workflow.
Read on Notion ↗ Deep Learning · GANsInto the World of Generative Adversarial Networks
How GANs let machines create realistic images, music and more through adversarial training — and why it matters.
Read on LinkedIn ↗ AI · Frontier ModelsDeepSeek-V3: The Next Evolution in AI
What sets DeepSeek-V3 apart from ChatGPT and Gemini in precision, efficiency and adaptability.
Read on Medium ↗Let's work together
Open to consulting engagements, data / ML roles, research and collaborations.