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Deep Learning for Domain Scaling of Conversational Agents
Published on Jul 31, 20161255 Views
Intelligent Agents/chat-bots have become a hot topic in industry. Amazon, Apple, Google, Facebook and Microsoft have all invested heavily in the area. Many start-ups work on different perspective of
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Chapter list
Deep Learning in Domain Scaling for Conversational Agents00:00
Growing with interACT00:09
Cortana: Task Completion & QA04:28
Cortana: Multi-turn Conversations05:01
Cortana: Language Understanding05:15
Cortana: Dialog Modeling07:01
Why Language Understanding is hard08:05
The Language Understanding Scaling Problem09:55
Increase the Supply10:54
Semi-supervised/Unsupervised Labeling of Big Data10:59
Tools for data selection13:01
Multi-Task Deep Learning - 113:10
Multi-Task Deep Learning - 213:43
Multi-Task Deep Learning: learn generic semantics15:23
Reduce the Demand15:45
Embedding learning for Cold Start LU15:51
Opportunity for Improvement16:39
Multi-Task Deep Sequence Learning16:43
Summary16:50