Hello! I am Aparna, a Postdoc specializing in Federated Learning at Meta. I did my PhD at Purdue University, where I worked on developing Decentralized Federated Learning algorithms for heterogeneous data distributions with Professor Kaushik Roy. In addition, I also explored 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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