Senior Data Scientist • Machine Learning • Generative AI • Agentic AI
I'm Vinayaka, a Senior Data Scientist with a Master's in Data Science from Deakin University, Melbourne, Australia.
💼 Currently at a Fortune 100 product-based company, I build ML-powered solutions for return analytics and leverage Generative & Agentic AI to optimize supply chain operations.
📌 My Journey:
- 🔬 Data Scientist — Developed Machine Learning solutions for 5G Networks
- 📊 Market Risk Data Analyst — Worked on Market & Credit Risk analytics for a global investment bank
📄 Published ML research — 5+ peer-reviewed papers spanning kernel methods to LLMs, across healthcare AI and economic forecasting.
✨ I'm passionate about bridging the gap between cutting-edge AI research and real-world business impact.
| # | Title | Venue | Year |
|---|---|---|---|
| 1 | Advancing Artificial Intelligence: Insights into the Applications and Challenges of Large Language Models | International Conference on Advances in Modern Age Technologies for Health and Engineering Science (AMATHE), India | 2025 |
| 2 | Advanced Machine Learning Techniques with Self-Attention Mechanisms for Enhanced Macroeconomic Trend Forecasting in BRICS Nations | IEEE International Conference on Computing (ICOCO), Kuala Lumpur, Malaysia | 2024 |
| 3 | A Versatile, Advanced Framework for Enhanced Multi-Label ECG Classification Leveraging Synergistic Deep and Traditional Machine Learning Techniques | Computing in Cardiology (CinC), Karlsruhe, Germany | 2024 |
| 4 | Data-dependent and Scale-invariant Kernel for Support Vector Machine Classification | 27th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), Osaka, Japan | 2023 |
| 5 | A Fusion of Handcrafted Feature-Based and Deep Learning Classifiers for Heart Murmur Detection | Computing in Cardiology (CinC), Tampere, Finland | 2022 |
🔬 Currently Exploring
💡 Core Interests
- Machine Learning Engineering for Production (MLOps)
- Generative AI with Large Language Models
- Machine Learning in Production
- Fundamentals of Reinforcement Learning
Note: Most used languages doesn't indicate my skillset, it's a GitHub metric of which languages I have the most code on GitHub.
"AI is the new electricity."
— Andrew Ng