| Apr 23, 2026 | Completed AI Fluency: Framework & Foundations — Certificate of Completion from Anthropic. |
| Apr 17, 2026 | Completed One Week FDP on Integrating Machine Learning and AI for Scalable IoT Solutions, organized by Vishwakarma Institute of Technology, Pune, in association with IEEE Consumer Technology Society (CTSoc, Pune Chapter). Apr 13–17, 2026. |
| Feb 01, 2026 | Joined Indira College of Engineering and Management (ICEM), Pune as Assistant Professor in the Department of AI & Data Science. |
| Jan 01, 2026 | Book chapter published — An Explainable Hybrid TabTransformer–Random Forest Model for Biometric Security in IoMT Healthcare Systems, Academic Press, 2026. |
| Jan 01, 2025 | Journal paper published — Detection of Multi-class Skin Cancer using SGD Augmentation Model and Activation Mapping, Journal of Innovative Image Processing, Vol. 7(4), 2025. |
| Sep 28, 2024 | Paper presented at IEEE ACROSET 2024 — Cyberbullying Classification Using NLP and Machine Learning Techniques, Acropolis Institute of Technology & Research, Indore. |
| Jan 01, 2023 | Enrolled as PhD student at Symbiosis Institute of Technology (SIT), Pune, researching edge-deployable NLP pipelines for real-time disaster situation summarization. |