I am final year MS-R(CSE) student at IIT Kanpur. My Thesis advisor is Prof. Nisheeth Srivastava. Our paper "Federated matched averaging with information‐gain based parameter sampling" (to appear) in AIML Systems, Bangalore, 2021.
My area of interests include topics related to Federated Learning, Machine Learning, Data Structure and Algorithms.
Federated matched averaging with information‐gain based parameter sampling
We have developed a federated matched averaging algorithm with information‐gain based sampling that considerably reduces the number of parameters to be sent by all clients in a federated learning paradigm.
We also evaluated this algorithm on UCI Adult Income, MNIST, F‐MNIST and CIFAR‐10 datasets with promising results.