What started as a personal quest to understand the human mind evolved into a series of scientific explorations powered by machine learning. Each project here tells a part of that journey—searching for patterns, building tools, and shaping a future of predictive brain health.
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Abstract Can the way we use language reveal the cognitive effort we’re expending? This project investigates whether it’s possible to distinguish between two different cognitive states—Normal Reading (NR) and Task-Specific Reading (TSR)—using only the linguistic properties of a text. Starting with classical machine learning models that achieved a baseline F1-score of ~0.74, we developed a