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anima-ai.org | ||
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blog.research.google
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| | | | | [AI summary] This blog post introduces Stochastic Re-weighted Gradient Descent (RGD), a novel optimization algorithm that improves deep neural network performance by re-weighting data points during training based on their difficulty, enhancing generalization and robustness against data distribution shifts. | |
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dennybritz.com
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| | | | | Deep Learning is such a fast-moving field and the huge number of research papers and ideas can be overwhelming. | |
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evjang.com
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| | | | | In my essay "Just ask for Generalization", I argued that some optimization capabilities, such as reinforcement learning from sub-optimal trajectories, might be better implemented by generalization than by construction. We have to generalize to unseen situations at deployment time anyway, so why not focus on generalization capability as the first class citizen, and then "just ask for optimality" as an unseen case? A corollary to this design philosophy is that we should discard inductive biases that introd... | |
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jilliancyork.com
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| | | [AI summary] A writer and activist discusses the importance of secure communication using Signal, reflecting on privacy and digital security practices. | ||
