3 Matching Annotations
  1. Mar 2019
    1. Human Performance Technology Model This page is an eight page PDF that gives an overview of the human performance technology model. This is a black and white PDF that is simply written and is accessible to the layperson. Authors are prominent writers in the field of performance technology. Rating 5/5

  2. Nov 2018
    1. Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift

      该文做的实验是探索对数据集进行 shifts (某种可控的扰动) 后的模型表现,提出了classifier-based的方法/pipeline 来观察和评价:

      这对于我的引力波数据研究来说,可以借鉴其数据的 shift 方法以及评价机制 (two-sample tests)。

  3. Oct 2018
    1. Approximate Fisher Information Matrix to Characterise the Training of Deep Neural Networks

      深度神经网络训练(收敛/泛化性能)的近似Fisher信息矩阵表征,可自动优化mini-batch size/learning rate


      挺有趣的 paper,提出了从 Fisher 矩阵抽象出新的量用来衡量训练过程中的模型表现,来优化mini-batch sizes and learning rates | 另外 paper 中的figure画的很好看 | 作者认为逐步增加batch sizes的传统理解只是partially true,存在逐步递减该 size 来提高 model 收敛和泛化能力的可能。