Research Interests

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Stochastic Analysis

Analyzing long-range dependence, the Rosenblatt process, Malliavin calculus, and large random matrices.

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Applied Machine Learning

Leveraging deep learning, diffusion models, and evolutionary algorithms to solve complex problems in biomedicine and finance.

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NLP & Knowledge Graphs

Developing robust NLP models, adaptive educational AI, and voice-interaction-based systems with production constraints.

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AI Systems & MLOps

Architecting scalable data pipelines, AutoML platforms, and HPC test frameworks for model optimization.