Designed and developed a data-management system for user-enabled addition and deletion of
species, organ, stain and strain, improving the quality of the system by migrating data to a
database and handling the data from the back end, previously hard coded on the front end.

Designed and developed a validation tool for micronucleus test, handling more than 800 AOIs(images
with Area of Interest) per slide, including best-focus stack images, improving on the previous version
of 5 AOIs per slide.

Designed and developed the first pre-clinical and clinical user management system, enabling
mapping of study creation(pre-clinical) or case creation(clinical) to slide preparation, acquisition
images and analysed data.

Implemented different classification techniques on the dataset and compared accuracy scores.

Implemented a search engine which transforms multi-label documents to single-label documents before applying feature selection algorithms. The documents were retrieved after classification of the documents according to their labels.

Built a custom tree topology network and implemented link state routing to dynamically route packets.

Created a document retrieval system with two search engines with different scoring functions namely, BM25f and TF-IDF. Compare accuracy and precision of their query-relevant retrieved documents.