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# Training a Prosocial Chatbot | ||
# ODSC 2017 | ||
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2017 ODSC West Workshop | ||
San Francisco | ||
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Hobson Lane | ||
*Head of Artificial Intelligence* | ||
**Aira**, a Visual Interpreter for the Blind | ||
+1-503-974-6274 | [email protected] | ||
[aira.io](aira.io) | [@airaio](twitter.com/airaio) | ||
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## Application | ||
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[](https://vimeo.com/143070863) | ||
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## Slides | ||
## Slides | ||
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* [Training a Prosocial Chatbot](https://docs.google.com/presentation/d/1IND6PXOxgYb2IVmXnaSoNBcIOaiUVU-iZ6vnYz6J6-E/edit?usp=sharing) | ||
* [Exploring Hyperspace](https://docs.google.com/presentation/d/1SEU8VL0KWPDKKZnBSaMxUBDDwI8yqIxu9RQtq2bpnNg/edit?usp=sharing) | ||
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## Application | ||
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[](https://vimeo.com/143070863) | ||
[](https://vimeo.com/143070863) | ||
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### References | ||
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* [Aira](http://aira.io), A Visual Interpreter for the Blind | ||
* [WildML](http://www.wildml.com/2016/07/deep-learning-for-chatbots-2-retrieval-based-model-tensorflow/) | ||
* 2018, Lane, Howard and Hapke: [Natural Language Processing in Action](https://www.manning.com/books/natural-language-processing-in-action/?a_aid=totalgood) | ||
* 2016, Lowe, et al: ["The Ubuntu Dialogue Corpus: A Large Dataset for Research in Unstructured Multi-Turn Dialogue Systems"](https://arxiv.org/pdf/1506.08909.pdf) | ||
* [training set generator v1](https://github.com/rkadlec/ubuntu-ranking-dataset-creator) | ||
* Lowe, [training set generator v2](https://github.com/ryan-lowe/Ubuntu-Dialogue-Generationv2) | ||
* Shmalko, [lexica and slang normalizers](https://github.com/rasendubi/noisy-text/tree/master/data | ||
* [retrieval-based vs rule-based and new modular approach](http://www.aclweb.org/old_anthology/C/C14/C14-1088.pdf) | ||
* [retrieval-based bot](https://export.arxiv.org/pdf/1612.01627) | ||
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