An introduction to meta-learning
https://medium.com/huggingface/from-zero-to-research-an-introduction-to-meta-learning-8e16e677f78a
There's also a workshop session about this in NIPS 2017
http://metalearning.ml/
http://metalearning-symposium.ml/
https://medium.com/huggingface/from-zero-to-research-an-introduction-to-meta-learning-8e16e677f78a
There's also a workshop session about this in NIPS 2017
http://metalearning.ml/
http://metalearning-symposium.ml/
Medium
🐣 From zero to research — An introduction to Meta-learning
Meta-learning is an exciting trend of research in the machine-learning community which tackles the problem of learning to learn.
https://duorc.github.io/ IBM 新构造的一个阅读理解数据集 DuoRC Leaderboard,文章刚被 ACL2018 接收。
https://arxiv.org/abs/1804.07927
过去刷差不多的 SQuAD 这种光靠文本匹配没什么推理的可以不用关注了。
https://arxiv.org/abs/1804.07927
过去刷差不多的 SQuAD 这种光靠文本匹配没什么推理的可以不用关注了。
Vintage NLP for Work
https://ehudreiter.com/2018/05/30/learning-does-not-require-metrics/
https://nlpers.blogspot.com/2006/02/art-of-loss-functions.html
比较古老的关于评价方法/打分函数/目标函数的blog
https://nlpers.blogspot.com/2006/08/doing-named-entity-recognition-dont.html
以及一篇老文讲为什么F1 score只能用在普通分类里,而不适合用在序列标注的任务中作为优化目标。
比较古老的关于评价方法/打分函数/目标函数的blog
https://nlpers.blogspot.com/2006/08/doing-named-entity-recognition-dont.html
以及一篇老文讲为什么F1 score只能用在普通分类里,而不适合用在序列标注的任务中作为优化目标。
Blogspot
The Art of Loss Functions
There are roughly four types of loss functions that are used in NLP research. The real loss function given to us by the world. Typically i...
Likelihood of discontinuous progress around the development of AGI
https://aiimpacts.org/likelihood-of-discontinuous-progress-around-the-development-of-agi/
https://aiimpacts.org/likelihood-of-discontinuous-progress-around-the-development-of-agi/
We say a technological discontinuity has occurred when a particular technological advance pushes some progress metric substantially above what would be expected based on extrapolating past progress.
Vintage NLP for Work
伦敦国王学院的 语言哲学 教学大纲 https://www.kcl.ac.uk/artshums/depts/philosophy/modules/level7/7aan2059.aspx
Philosophy_of_Language_2nd_edition.pdf
1.8 MB
参考教材 William Lycan, 2008. Philosophy of Language: A Contemporary Introduction, 2nd end., London: Routledge.
人工智能研究的新前线:生成式对抗网络.pdf
6.6 MB
自动化学报的GAN专刊终于发布了,开头的一个短篇综述还不错,没怎么看过GAN的人可以了解下。
林懿伦, 戴星原, 李力, 王晓, 王飞跃. 人工智能研究的新前线:生成式对抗网络. 自动化学报, 2018, 44(5): 775-792
林懿伦, 戴星原, 李力, 王晓, 王飞跃. 人工智能研究的新前线:生成式对抗网络. 自动化学报, 2018, 44(5): 775-792
Learning to Write by Learning the Objective
https://openreview.net/forum?id=r1lfpfZAb
https://openreview.net/forum?id=r1lfpfZAb