Natural Language Processing

Automatic Short Answer Scoring

Implemented a Siamese Bidirectional LSTM network with a combination of handcrafted features. Obtained benchmark results for the task on the Mohler dataset.

Chatbot for the College of Engineering Pune website

Designed and implemented a chatbot application for the COEP website to respond to queries about faculty, college fests, and campus buildings. Used tools such as Stardog for data warehousing, and LSTM cells for model training.

Document Ranking System for Hindi Language using Deep Learning

Generated Hindi word embeddings using a Negative Sampling Architecture. Utilised the embeddings along with a tf-idf scoring scheme to create a document ranking system.