Intelligent Scientific and Visual Computing of Big Data
** We are looking for motivated students (Ph.D., M.S., M.Tech.) with excellent programming skills to join us and conduct exciting research on Machine/Deep Learning with applications in Visual Computing, Visualization, and Data Science. To know more about the open positions in our group, please click here or check the Openings page for more details. Currently, we do not have openings for B.Tech. students. If new positions open up, this will be updated accordingly. **
Welcome to the Intelligent Scientific and Visual Computing of Big Data Research Group at the Indian Institute of Technology, Kanpur (IITK). We are part of the Department of Computer Science and Engineering. Our research lies at the unique intersection of AI and machine learning, visual computing, visualization, big data, and high-performance computing. We develop state-of-the-art data analytics, machine learning, and visualization and computer vision techniques to accelerate data-driven discoveries in diverse application domains. Summarizing, extracting, and comprehending the crux from the vast seas of data and representing them visually and interactively in an interpretable and scalable manner is the broad-scale focus of our research.
To achieve our goal, we build machine (deep) learning and data science-based solutions to analyze large-scale multifaceted data in a scalable way, enabling interactive and interpretable analytics of complex data. We are also focused on developing techniques that make complex machine learning models more interpretable and explainable so that they can be trusted and effectively adopted in real-life applications. Our research addresses various big data characteristics, including its fundamental 5 Vs: Volume, Velocity, Variety, Veracity, and Value. We study extreme-scale data from scientific domains using machine learning and modern high-performance computing capabilities to advance research in various domains. We are also actively focused on building scalable and novel interactive visual analytics systems to analyze diverse data generated via social media, IoT, various sensors, engineering design, healthcare, and many other industry applications.
Current International Research Collaborators:
- Dr. Ayan Acharya (Meta, USA)
- Dr. Tushar Athawale (Oak Ridge National Laboratory, USA)
- Prof. Ko-Chih Wang (National Taiwan Normal University, Taiwan)
Funded Research Projects:
AI for Science:
1. Project Title: DAVi: An Intelligent Data Analytics and Visualization Framework
PI: Soumya Dutta (IIT Kanpur)
Co-PI: Purushottam Kar (IIT Kanpur)
Duration: 2 years (Feb 2024-Feb 2026)
Funding Amount: ~ INR 30.00 Lakh
Funding Agency: Indian Space Research Organisation (ISRO)
Status: Ongoing
2. Project Title: Intelligent Visual Computing of Extreme-scale Data for Accelerating Scientific Discovery
PI: Soumya Dutta (IIT Kanpur)
Duration: 2 years
Funding Amount: ~ INR 25.00 Lakh
Funding Agency: IIT Kanpur, Initiation Grant
Status: Ongoing
3. Project Title: Enabling Interactive Big Data Analytics and Visualization at Exascale via In Situ Efficient Statistical Data Modeling
PI: Soumya Dutta (IIT Kanpur)
Duration: 2 years (Dec 2023-Dec 2025)
Funding Amount: ~ INR 30.00 Lakh
Funding Agency: SERB, Government of India
Status: Ongoing
AI for Social Good:
1. Project Title: Development of AI-Enabled National Portal for Efficient Search of Missing People
PI: Tufan Guha (IIT Kanpur)
Co-PI: Soumya Dutta (IIT Kanpur)
Duration: 2 years
Funding Amount: ~ INR 20.00 Lakh
Funding Agency: C3iHub, IIT Kanpur
Status: Ongoing
2. Project Title: Proactive and Generalized Deepfake Defense Mechanisms to Reinforce Cyberspace
PI: Chandranath Adak (IIT Patna)
Co-PI: Soumi Chattopadhyay (IIT Indore), Soumya Dutta (IIT Kanpur), Zahid Akhtar (State University of New York Polytechnic Institute)
Duration: 3 years
Funding Amount: ~ INR 34.00 Lakh
Funding Agency: C3iHub, IIT Kanpur
Status: Ongoing