Hello! I am Aparna, a PhD student specializing in the field of Machine Learning at Purdue University, where I have the privilege of working under the guidance of Professor Kaushik Roy. My research mainly focuses on developing Decentralized Federated Learning algorithms for heterogeneous data distributions. In addition, I am actively exploring efficient decentralized learning algorithms designed to reduce computational, memory, and communication overhead.
You can access the list of my publications under the research page and my resume under the resume page.
Posts
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Stochastic Gradient Push (SGP)
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Decentralized Parallel Stochastic Gradient Descent (D-PSGD)
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Gossip Averaging
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Decentralized Learning
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Introduction to Federated Learning
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