About me

Hi! I am Subhodip, a third year Ph.D student at Representation Learning Lab of ECE department, Indian Institute of Science (IISc), Bangalore, advised by Dr. Prathosh A.P.. I am very fortunate to be mentored by Dr. Ananda Theertha Suresh during current years of my Ph.D research. Prior to beginning my doctoral studies, I worked in the field of Medical Imaging and AI at Oneirix Labs. I have completed post-graduate studies in Statistics from Indian Statistical Institute (ISI), Chennai under the supervision of Prof.Sudheesh Kumar K. and undergraduate studies in ECE from Indian Institute of Engineering Science and Technology (IIEST),Shibpur.

Research Interests: My broader research interest lies in the domain of privacy and uncertainty aware learning algorithms. I am curious to know what each data point contributes in the learning process and I believe that privacy (Diffential Privacy) can help understand what these deep networks learn from each datapoint and if needed how we can unlearn (Machine Unlearning). Also, I am fascinated by distribution free uncertainty estimations for deep neural networks. Below are some of the topics that I am interested in:

• Privacy: Machine Unlearning and Differential Privacy.
• Uncertainty: Conformal Prediction and Calibration.