All case studies

Solves the "one-size-fits-all" education problem by adjusting question difficulty and learning paths based on real-time performance, mimicking a private tutor.

• Built an adaptive learning map (Duolingo-style) where subtopics unlock sequentially as students prove mastery through real-time BKT assessment.
• Designed a Teacher Command Center with class-wide heatmaps and automated struggle alerts that flag at-risk students for timely intervention.
• Engineered a custom Bayesian Knowledge Tracing engine with logistic extensions, time decay, consistency gating, and adaptive difficulty selection.

Designed custom NLP pipelines for classification, similarity, and generation.

• Designed custom NLP pipelines for classification, similarity, and generation.
• Trained FastText models (custom + pretrained), improving Yelp dataset word similarity tasks.
• Built LSTM & GRU-based models for text generation on Wikipedia data.