Projects
AI and Ethics for the Indian Context
An ethical framework in the field of AI should not be a mere appendage to its technological aspects. Rather, ethical understanding should be treated as an …
Explore project
Attention Mechanisms in Deep Neural Networks
Recently the Deep Learning community has shown great interest in attention mechanisms to train neural networks – the network pays attention to only certain …
Explore project
Bio-surveillance of Antimicrobial Resistance (AMR) and COVID-19 prevalence in Chennai: A MetaSUB approach using metagenomic
In this project, we propose to establish a bio-surveillance paradigm through longitudinal sampling from Chennai city zones that transition from a COVID-19 Red …
Explore project
Comprehensive Errors-invariables-based Model Identification (Part 1)
Learning or developing dynamic models from experimental data is crucial in monitoring and control of processes. In general, measurements of both inputs and …
Explore project
Comprehensive Errors-invariables-based model identification (Part 2)
Learning or developing dynamic models from experimental data is crucial in monitoring and control of processes. In general, measurements of both inputs and …
Explore project
Data Analysis and State Estimation using WiFi-based Traffic Sensor Technology
With increasing traffic congestion and the associated pollution in the Indian cities, there is a greater interest to develop smart traffic management …
Explore project
Data Driven Monitoring of Water Distribution Networks
Monitoring and control of water distribution networks requires measurements of flow and other process parameters. The upcoming model of Internet of Things (IoT) …
Explore project
Deep Learning Model for Chest X-ray Imaging
In India, chest X-rays are given as a standard diagnostic imaging procedure (X-ray CT included) for patients with covid-19 symptoms. The impact of covid-19 on …
Explore project
Developing Temporal Convolutional Neural Networks comprising Nonlinear Oscillators for Non-Destructive Evaluation using Active Thermographic images
The aim of Non-Destructive Evaluation (NDE) is to probe materials and structures to detect and characterize defects and discontinuities without disturbing the …
Explore project
Development of a collision warning system using Explainable AI for Indian Urban Traffic
This project aims to develop an explainable AI / ML -based methodology for driver and vehicle safety to provide safety alert to drivers in Indian urban traffic …
Explore project
Domain agnostic methods for integration of prior knowledge in learning algorithms
There has been a tremendous shift in recent years in data analysis applications, where reasoning about systems is moving from the use of domain knowledge and …
Explore project
Ethical and Explainable AI in Fintech applications
Machine Learning and AI have become inevitable workhorses behind algorithms in data- centric domains such as Fintech. While dealing with sensitive data in such …
Explore project
Human-in-the-loop for Safe and Verifiable Reinforcement Learning
One of the main challenges in implementation of RL in real life applications is safety. Particularly, the undesired and harmful behaviour of RL agents involving …
Explore project
Hybrid Intelligent Systems in Autonomous Vehicles
The aim of the project is to develop an intelligent system for maneuver of on-road autonomous vehicles. We propose a hybrid intelligent framework using tools …
Explore project
Indian Dataset for Automatic Facial Emotion Recognition
Recently, automatic facial emotion recognition (FER), which aims to analyze and understand human emotions using facial expressions, has become an increasingly …
Explore project
Interpretability of Deep Learning Models in Healthcare
Explore project
Learning Mesh and Multiple Conserved Networks From Data
Reconstruction of network topology from data is one of the important problem in network science. Earlier, it has been shown that conserved tree-type (or radial) …
Explore project
Learning With Limited Partial and Noisy Data
An area of significant interest in data science is its use on extensively large data sets that are being thrown up due to the changing landscape of …
Explore project
Multi-city hyperlocal environmental monitoring using distributed low-cost sensor network
The proposed data project is aimed at mapping ambient environmental conditions, which is highly resolved both spatially and temporally, across multiple cities …
Explore project
Online Data Analysis for Rapid Identification and Monitoring of Reaction Systems based on multi-sensor and multi-scale data
Rapid process development using data generated in laboratory is important in chemical, pharma, specialty and biotech industries. Furthermore, growth in product …
Explore project
Paradigms, Interpretable Models and Algorithms for AI-based Human in the Loop Learning
Artificial intelligence/Data science systems with humans-in-the-loop (HIL) are increasing by the day with applications covering a broad spectrum of domains …
Explore project
Synchronized Multi Scale and Multi Sensor Traffic Data From Indian Urban Roads
With an alarming increase in congestion and pollution levels in the urban areas, especially in the cities, there is an imminent need for developing …
Explore project
Tackling COVID-19: Repurposing of therapeutic antibodies and development of a comprehensive antibody database
COVID-19, caused by a novel coronavirus, SARS-CoV-2 has emerged to be a global pandemic affecting over 33 million people worldwide by the end of September 2020 …
Explore project
The Effect of COVID 19 on Crime
In this project we seek to understand the effect that COVID-19 related lockdowns have had on criminal activity in Tamil Nadu, India. The study intends to …
Explore project
Towards Autonomous PDE Solvers Automated Generation of Robust Numerical
We wish to work towards creating autonomous PDE solvers – solvers that will require zero to minimal interventions from humans in the loop. Three fundamental …
Explore project