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[### 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 …

artificial intelligence fairness ethics

Explore project](https://wsai.iitm.ac.in/projects/ai-and-ethics-for-the-indian-context/)[### 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 …

deep learning reinforcement learning transfer learning

Explore project](https://wsai.iitm.ac.in/projects/attention-mechanisms-in-deep-neural-networks/)[### 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 …

metagenomics COVID-19 novel datasets

Explore project](https://wsai.iitm.ac.in/projects/bio-surveillance-of-antimicrobial-resistance-and-covid-19-prevalence-in-chennai/)[### 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 …

process control model identification data science

Explore project](https://wsai.iitm.ac.in/projects/comprehensive-errors-invariables-based-model-identification-part-1/)[### 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 …

process control model identification data science

Explore project](https://wsai.iitm.ac.in/projects/comprehensive-errors-invariables-based-model-identification-part-2/)[### 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 …

traffic management data analytics sensor-based data collection

Explore project](https://wsai.iitm.ac.in/projects/data-analysis-and-state-estimation-using-wifi-based-traffic-sensor-technology/)[### 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) …

internet of things machine learning flow modelling

Explore project](https://wsai.iitm.ac.in/projects/data-driven-monitoring-of-water-distribution-networks/)[### 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 …

deep learning healthcare COVID-19

Explore project](https://wsai.iitm.ac.in/projects/deep-learning-model-for-chest-x-ray-imaging/)[### 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 …

deep learning non-destructive evaluation

Explore project](https://wsai.iitm.ac.in/projects/developing-temporal-convolutional-neural-networks-comprising-nonlinear/)[### 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 …

Collision warning Indian Transportation

Explore project](https://wsai.iitm.ac.in/projects/development-of-a-collision-warning-system-using-explainable-ai-for-indian-urban-traffic/)[### 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 …

machine learning data science domain knowledge integration

Explore project](https://wsai.iitm.ac.in/projects/domain-agnostic-methods-for-integration/)[### 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 …

Ethics Financial Analytics Explainable AI

Explore project](https://wsai.iitm.ac.in/projects/ethical-and-explainable-ai-in-fintech-applications/)[### 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 …

AI Safety Human in the Loop Reinforcement Learning

Explore project](https://wsai.iitm.ac.in/projects/human-in-the-loop-for-safe-and-verifiable-reinforcement-learning/)[### 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 …

autonomous vehicles AI control systems

Explore project](https://wsai.iitm.ac.in/projects/hybrid-intelligent-systems-in-autonomous-vehicles/)[### 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 …

Emotion Detection Face Recognition Novel Datasets

Explore project](https://wsai.iitm.ac.in/projects/indian-dataset-for-automatic-facial-emotion-recognition/)[### Interpretability of Deep Learning Models in Healthcare

deep learning interpretability healthcare

Explore project](https://wsai.iitm.ac.in/projects/interpretability-of-deep-learning-models-in-healthcare/)[### 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) …

network science network construction data mining

Explore project](https://wsai.iitm.ac.in/projects/learning-mesh-and-multiple-conserved-networks-from-data/)[### 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 …

reinforcement learning applied statistics

Explore project](https://wsai.iitm.ac.in/projects/learning-with-limited-partial-and-noisy-data/)[### 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 …

wireless sensor network internet of things air quality monitoring

Explore project](https://wsai.iitm.ac.in/projects/multi-city-hyperlocal-environmental-monitoring-using-distributed-low-cost-sensor-network/)[### 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 …

data analysis model identification interpretable model

Explore project](https://wsai.iitm.ac.in/projects/online-data-analysis-for-rapid-identification-and-monitoring-of-reaction/)[### 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 …

MOOCs human in the loop learning data science

Explore project](https://wsai.iitm.ac.in/projects/paradigms-interpretable-models-and-algorithms-for-ai-based-human-in-the-loop-learning/)[### 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 …

traffic-data collection traffic management sensory data collection

Explore project](https://wsai.iitm.ac.in/projects/synchronized-multi-scale-and-multi-sensor-traffic-data-from-indian-urban-roads/)[### 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 …

COVID-19 bioinformatics novel datasets

Explore project](https://wsai.iitm.ac.in/projects/tackling-covid-19-repurposing-of-therapeutic-antibodies-and-development/)[### 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 …

COVID-19 crime behavioural analysis

Explore project](https://wsai.iitm.ac.in/projects/the-effect-of-covid-19-on-crime/)[### 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 …

autonomous PDE solvers deep learning convolutional neural networks

Explore project](https://wsai.iitm.ac.in/projects/towards-autonomous-pde-solvers-automated-generation-of-robust-numerical/)