Essays about: "gossip learning"
Found 5 essays containing the words gossip learning.
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1. Comparing decentralized learning to Federated Learning when training Deep Neural Networks under churn
University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)Abstract : Decentralized Machine Learning could address some problematic facets with Federated Learning. There is no central server acting as an arbiter of whom or what may benefit from Machine Learning models created by the vast amount of data becoming available in recent years. READ MORE
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2. Distributed Robust Learning
University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)Abstract : Accuracy obtained when training deep learning models with large amounts of data is high, however, training a model with such huge amounts of data on a single node is not feasible due to various reasons. For example, it might not be possible to fit the entire data set in the memory of a single node, training times can significantly increase since the dataset is huge. READ MORE
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3. Decentralized Large-Scale Natural Language Processing Using Gossip Learning
University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)Abstract : The field of Natural Language Processing in machine learning has seen rising popularity and use in recent years. The nature of Natural Language Processing, which deals with natural human language and computers, has led to the research and development of many algorithms that produce word embeddings. READ MORE
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4. The Moral of the Story: Growing up in A Gossip’s Story, Sense and Sensibility, Jane Eyre and Little Women
University essay from Lunds universitet/EngelskaAbstract : In nineteenth-century literature, the heroine is often a young woman growing up and learning about the restrictions of gender and society. If she learns from the mistakes she is inevitably going to make, she may be rewarded … with a suitor? How does this correlate, who are the heroines and who are the suitors? This essay aims to answer these questions, along with evaluating parents in literature and assessing their relationships with their daughters to see if that has any effects on their marital outcomes. READ MORE
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5. Pushing the Limits of Gossip-Based Decentralised Machine Learning
University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)Abstract : Recent years have seen a sharp increase in the ubiquity and power of connected devices, such as smartphones, smart appliances and smart sensors. These de- vices produce large amounts of data that can be extremely precious for training larger, more advanced machine learning models. READ MORE
