Celebrating the Inaugural Salesforce Research Deep Learning Grant Winners
This summer, Salesforce Research announced our inaugural deep learning research grant for university researchers and faculty, non-profit organizations, and NGOs. We are proud to announce the five winners that we will be working with as we shape the future of AI. Each winner will receive a $50K grant to advanc ...
Identifying Generalization Properties in Neural Networks
While it has not yet been proven, empirical evidence suggests that model generalization is related to local properties of the optima which can be described via the Hessian. We connect model generalization with the local property of a solution under the PAC-Bayes paradigm. In particular, we prove that model ge ...
The Natural Language Decathlon
Deep learning has significantly improved state-of-the-art performance for natural language processing tasks like machine translation, summarization, question answering, and text classification. Each of these tasks is typically studied with a specific metric, and performance is often measured on a set of stand ...
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