4 Matching Annotations
  1. Dec 2020
  2. 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

  3. 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)。

  4. 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。