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.

• **Adaptive Practice**: Visual topic tree where nodes unlock as students prove mastery.
• **Teacher Command Center**: Data-driven heatmaps and proactive struggle alerts.
• **Custom BKT Engine**: Personalized learning journey through advanced probabilistic modeling ((L)$).

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.