projects

Masters

Fairness in Link Prediction Through Active Learning

We use active learning to steer the link recommender algorithm (Node2Vec) to generate link predictions in a way that minorities are well-represented within the community. We design active learning loop intending to improve the ability of minority nodes to become major information carriers. To assess the fairness towards minority nodes due to active learning we introduce two metrics to evaluate how important minority nodes become over time and how much they disperse within local communities to improve their representation.

Animal Social Network Visualization

ASNViz, a multimedia analytics solution that facilitates the visualization and analysis of animal social networks (ASNs).

Assessing LRGB Datasets

We replicate results of the original LRGB paper. We also explore alternative approaches to mitigate the problem of Long Range Interactions (LRI). Furthermore, we also conduct qualitative and quantitative experiments to assess whether the LRGB datasets are representative of LRI.

Hitting "Probe"rty with Non-Linearity

We reformulate the design of non-linear structural probes making its design simpler yet effective. We also design a visualization framework that lets us qualitatively assess how strongly two words in a sentence are connected in the predicted dependency tree.

Re-Label-Free-XAI

This project includes code for implementations, experiments and supplementary studies used for reproducing the work and the experiments of the work ICML 2022 paper- 'Label-Free Explainability for Unsupervised Models' by Jonathan Crabbé and Mihaela van der Schaar.

Bachelors

Smart Business Continuity Application

An application which initiates Business Continuity and Disaster Recovery in case of organisational failure due to a disaster. We furnish real time status of all dependencies such as assets, employees, services and project impact status.

Classification of Plant Diseases using Neural Networks

Designed a convolutional neural network model which can classify the disease a particular crop is infected given the image of the leaf.

Book Locator Application

Developed a real-time utility app which enables a user to locate a book without manually searching for the it. The user can navigate through around 3502 library books categorically arranged in 19 subsections .