State:
VIC
University:
Deakin University
Status:
International Student
Discipline:
Engineering, IT, Mathematics and Statistics
Research Specialty:
Artificial Intelligence, Computer Vision & Image Processing, Data Analysis, Data Science, Electrical and Computer Engineering, Natural Language Processing, Programming

Kanish is deeply passionate about exploring the potential of artificial intelligence and machine learning. Therefore his Phd research is focused on improving the utility and privacy of Federated Learning (FL) through the application of differential privacy (DP) techniques. The specific area of improvement is DP-SGD and DP-FedAvg algorithms, and the research aims to propose a novel modification that uses a Haar wavelet transform technique to provide a better utility-to-privacy tradeoff than the vanilla algorithms.

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