{"id":446424,"date":"2017-12-05T11:32:37","date_gmt":"2017-12-05T19:32:37","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/?post_type=msr-research-item&#038;p=446424"},"modified":"2018-10-16T20:06:58","modified_gmt":"2018-10-17T03:06:58","slug":"video-to-skill-tagging-using-transcripts-under-weak-supervision","status":"publish","type":"msr-research-item","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/publication\/video-to-skill-tagging-using-transcripts-under-weak-supervision\/","title":{"rendered":"Video to Skill Tagging using Transcripts under Weak Supervision"},"content":{"rendered":"<p>Delivering micro-content (small pieces of learning materials) from a course catalog\u00a0has become important as it helps learners engage quickly with a learning platform\u00a0on a need-to-know period. In order to recommend videos that can teach skills\u00a0relevant to a learner, we propose an approach for tagging videos with skills using\u00a0transcripts. Since there is no labeled data to train a video-to-skill model directly,\u00a0we leverage a bunch of techniques that fall under the umbrella of weak supervision.\u00a0We evaluate our approach using offline metrics like Precision, Recall, F-1 score\u00a0and online metrics via large-scale A\/B testing.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Delivering micro-content (small pieces of learning materials) from a course catalog\u00a0has become important as it helps learners engage quickly with a learning platform\u00a0on a need-to-know period. In order to recommend videos that can teach skills\u00a0relevant to a learner, we propose an approach for tagging videos with skills using\u00a0transcripts. Since there is no labeled data to [&hellip;]<\/p>\n","protected":false},"featured_media":0,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr-author-ordering":null,"msr_publishername":"","msr_publisher_other":"","msr_booktitle":"","msr_chapter":"","msr_edition":"31st Conference on Neural Information Processing Systems (NIPS 2017) Workshop: Learning with Limited Labeled Data: Weak Supervision and Beyond","msr_editors":"","msr_how_published":"","msr_isbn":"","msr_issue":"","msr_journal":"","msr_number":"","msr_organization":"","msr_pages_string":"","msr_page_range_start":"","msr_page_range_end":"","msr_series":"","msr_volume":"","msr_copyright":"","msr_conference_name":"31st Conference on Neural Information Processing Systems (NIPS 2017) Workshop: Learning with Limited Labeled Data: Weak Supervision and 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