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research.google
| | blog.research.google

[AI summary] Google Research presents a lightweight algorithm called Stochastic Re-weighted Gradient Descent (RGD) that improves deep learning model performance by automatically weighting data points based on their difficulty within a distributionally robust optimization framework.
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| | blog.fastforwardlabs.com

The common approach in machine learning is to train and optimize one task at a time. In contrast, multitask learning (MTL) trains related tasks in parallel, using a shared representation. One advantage of MTL is improved generalization - using information regarding related tasks prevents a model from being overly focused on a single task, while it is also learning to produce better results. MTL is an approach, and is not restricted to any particular algorithm.
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| | deepmind.google

This has been a year of incredible progress in the field of Artificial Intelligence (AI) research and its practical applications.
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| | research.google


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