DataHour: Intelligent Knowledge Mining with Azure NLP and Graph databases
DataHour: Intelligent Knowledge Mining with Azure NLP and Graph databases
29 Sep 202214:09pm - 29 Sep 202215:09pm
DataHour: Intelligent Knowledge Mining with Azure NLP and Graph databases
About the Event
Over the years, a collection of more than 5 million reports received were searched and filtered by the Portfolio managers using key words and key phrases for performing analysis. But now, with development of technology, the Portfolio managers have started using a document search Engine with Azure Cognitive search for this task which enables them to search earnings call transcripts regarding companies being covered by them. With the advent of BERT, it is now possible to extend the simple keyword search to a much complex semantic search where user can search documents based on similar words and phrases like searching for "electric cars" might also highlight related terms like "Tesla" or searching for "Lithium" might prompt reports related to "ionic batteries" etc. which is more efficient and usable for the end users.
In this DataHour Priyanka will discuss how to create a custom AI skill set in Azure cognitive search and add AI enrichment to the index and how to train the Sentence BERT on the text corpus and generate embeddings which can be further used to compute cosine similarity between words/ terms. She will introduce us with Azure Cognitive search features of synonym maps, Document extraction skill, dynamic document summarization features and the wonder of 2 powerful technologies: Azure Cognitive search and SBERT working in tandem to deliver a powerful semantic search engine.
Additionally, She will also cover the usage of Azure Cognitive search Semantic Q and A functionality and how users can search documents containing images using image tag for instance when the users are searching for documents containing an image having a "compressor bulge" or "collapsed bridge".
Prerequisites: Enthusiasm of learning Data Science.
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Who is this DataHour for?
- Best articles get published on Analytics Vidhya’s Blog Space
- Best articles get published on Analytics Vidhya’s Blog Space
- Best articles get published on Analytics Vidhya’s Blog Space
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