[AI Seminar] AI Seminar sponsored by Apple -- Kirstin Early -- Nov. 13th

Han Zhao han.zhao at cs.cmu.edu
Tue Nov 13 09:32:40 EST 2018


A gentle reminder that the following talk will happen today noon at GHC
6115.

Han Zhao <han.zhao at cs.cmu.edu> 于2018年11月11日周日 下午9:05写道:

> Dear faculty and students:
>
> We look forward to seeing you next Tuesday, Nov. 13th, at noon in GHC 6115
> for AI Seminar sponsored by Apple. To learn more about the seminar series,
> please visit the website.
> On Tuesday, Kirstin Early will give the following talk:
>
> *Title: Towards a general purpose text representation for mail*
>
> *Abstract: *There are many possibilities for using machine learning on
> email to help users save time and accomplish their goals -- e.g., spam
> classification, reply prediction, and message categorization. However,
> building a separate model for each task is inefficient because each model
> generates its own internal representation of messages. A general-purpose
> representation could eliminate this redundant computation and be used for
> many downstream tasks. We train encoder-decoder neural networks on
> self-supervised mail tasks and generate representations of new mail
> messages as the encoder output of these networks. Simple models for
> downstream tasks can then be trained on the representations. We illustrate
> this method on a pilot task of RSVP classification and find the
> general-purpose representation performs similarly to a model built
> specifically for this task.
> --
>
> *Han ZhaoMachine Learning Department*
>
>
> *School of Computer ScienceCarnegie Mellon UniversityMobile: +1-*
> *412-652-4404*
>


-- 

*Han ZhaoMachine Learning Department*


*School of Computer ScienceCarnegie Mellon UniversityMobile: +1-*
*412-652-4404*
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