Academic Pursuits
Research
Below are my research subjects in which I have interest to contribute either in publications or industry work.
Research Domains
Applied Machine Learning
Domain Shift, Transformers, Recurrent Neural Networks (RNNs), Large Language Models (LLMs)
Exploring cutting-edge ML techniques to solve real-world challenges, with a focus on model adaptability across different domains and leveraging transformer architectures for sequential data analysis.
Networking
Intent Assurance, Intent Based Networking (IBN)
Researching automated network configuration and quality assurance using AI, ensuring that network behavior aligns with declared intents through continuous monitoring and ML-driven validation.
UI/UX Design and Human-Computer Interactions (HCI)
Emotion Grasp from interface usage, User Experience on Web/Mobile
Investigating how user emotions can be detected and analyzed through interface interaction patterns, contributing to more adaptive and user-centered application designs.
Software Engineering
Architecture Design
Studying modern software architecture patterns and best practices for building scalable, maintainable applications across web and mobile platforms.