Dr. Sujit Gujar gave a talk on Fair and Ethical AI as part of Infosys TechCohere Speaker Series on 21 October 2021 that was attended by over 160 Infosys architects, technologists, consultants and managers. His talk covered the following:

• What is fairness and various scenarios where problems were observed in AI based systems
• Importance of Historical Data 
• How to Say ML Model is Fair ? 
• Importance of Calibration in improving the model 
• Techniques – Pre Processing, Post-Processing, In-Processing
• Available Tools for FAIR classification
• Morality – explanation via the great Trolley Problem 
• Pointers for further reading 
• Various activities and research happening at IIITH