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Knowledge Mining using Azure Search and
Cognitive Services
@anupamranku
linkedin.com/in/ranku
ranku.site bit.ly/38Bdr1V
Agenda
Machine learning Knowledge mining AI apps & agents
Understanding the latent value in all content
Data created in the world per day
2.5
quintillion
bytes
Percentage of unstructured data
80%
Productivity lost per knowledge
worker each year due to
information searches
$14,209
A search-as-a-service solution
allowing developers to
incorporate AI-enriched search
experiences into applications
without managing infrastructure
or needing to become search
experts.
What is Azure Cognitive Search?
management free
ai enabled cognitive search
keyword search
faceting
language analyzers
geospatial support
suggestions/auto-complete
customizable scoring
proximity search
synonyms
etc.
Azure Cognitive Search
Search-as-a-Service
The Cognitive Search Pattern
Data in any format,
any Azure store
Annotations
Skillset Search
Ingest Enrich Explore
Ingest Enrich
Your data source
TranslationNEW
AML models
experience 2
3
1
document
primaryImage
secondaryImage
History
Origin
Construction
Design
Material
Aesthetics
Tourism
Access
Popularity
Ingest
Background on Eiffel Tower
Enrich Explore
experience 2
3
1
document
primaryImage
secondaryImage
History
Origin
Construction
Design
Material
Aesthetics
Tourism
Access
Popularity
0 Results Any time
Show change in price over time
Cognitive Search
A new capability of Azure Search
Enriched
Documents
Source
Data
Search Index
INGEST ENRICH EXPLORE
Knowledge Store
Projections
Enriched
Documents
Source
Data
Search Index
Built-in skills
Location entity extraction
Persons entity extraction
Celebrity recognition
Landmark detection
Sentiment analysis
Translation
Image tag extraction
Printed text recognition
Key Phrase extraction
Organization entity extraction
Face detection
Text Utilities
Cognitive skills
Azure
Databricks
Machine Learning
VMs
Azure Machine
Learning
Custom skills
Your custom
skill goes here!
Document Cracking
 Built-in connectors
 Blob Storage
 Azure SQL
 Cosmos DB
 Azure Tables
 ADLS Gen2 (new! - gated public preview!)
 File formats supported in
blob storage
 rtf
 json
 html
 doc
 ppt
 xls
 pdf
 xml
 png
 jpg
 tiff
 bmp
Fully managed
Easy to use
Built-in AI
Uncover latent insights from all your content
Customizable
Auditing and compliance
Customer feedback analytics
Technical content review
Digital asset management
Business process automation
Catalog search
“We’re in the midst of a renaissance right now, with AI bringing art and science together in a way that
will enable online visitors to develop a deeper and more personally relevant connection to art.”
Maria Kessler
Senior Program Manager, Digital Partnerships
The Metropolitan Museum of Art
Solution
Art exploration
application allowing for
anyone to explore The
Met’s Open Access
collection
Results
• Discover artworks with new
pathways to similar or related works
• Explore enriched information about
the artist and their works
• Find connections to artworks based
on location and time period
Connecting people to creativity, knowledge, and ideas.
The Metropolitan Museum of Art
Art
Metadata
Art work
Images
Image Tagging
Art Explorer
Enrich The Met’s Open Access Data
AI Enabled
Cognitive skills
Art Explorer
Geo-Point
Extractor
Azure Blob
Storage
Custom Object
Detector
Similar
Image
Tagger
Biography
Enricher
Web AppAzure Search
Search
Index
Ingest Enrich Explore
Demo: The Met
https://art-explorer.azurewebsites.net/search
What’s new to in Azure Cognitive Search
Resources
KM workshop
Power Skills
• Ignite Videos – Session On-Demand Catalog
Thank you
Anupam Ranku
@anupamranku
linkedin.com/in/ranku
ranku.site
bit.ly/38Bdr1V

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Knowledge mining using Azure Cognitive Search and AI skills

  • 1. Knowledge Mining using Azure Search and Cognitive Services @anupamranku linkedin.com/in/ranku ranku.site bit.ly/38Bdr1V
  • 3. Machine learning Knowledge mining AI apps & agents
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  • 6. Understanding the latent value in all content
  • 7. Data created in the world per day 2.5 quintillion bytes Percentage of unstructured data 80% Productivity lost per knowledge worker each year due to information searches $14,209
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  • 9.
  • 10. A search-as-a-service solution allowing developers to incorporate AI-enriched search experiences into applications without managing infrastructure or needing to become search experts. What is Azure Cognitive Search?
  • 11. management free ai enabled cognitive search keyword search faceting language analyzers geospatial support suggestions/auto-complete customizable scoring proximity search synonyms etc. Azure Cognitive Search Search-as-a-Service
  • 12. The Cognitive Search Pattern Data in any format, any Azure store Annotations Skillset Search Ingest Enrich Explore
  • 13. Ingest Enrich Your data source TranslationNEW AML models experience 2 3 1 document primaryImage secondaryImage History Origin Construction Design Material Aesthetics Tourism Access Popularity
  • 14. Ingest Background on Eiffel Tower Enrich Explore experience 2 3 1 document primaryImage secondaryImage History Origin Construction Design Material Aesthetics Tourism Access Popularity
  • 15. 0 Results Any time Show change in price over time
  • 16. Cognitive Search A new capability of Azure Search Enriched Documents Source Data Search Index INGEST ENRICH EXPLORE
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  • 19. Built-in skills Location entity extraction Persons entity extraction Celebrity recognition Landmark detection Sentiment analysis Translation Image tag extraction Printed text recognition Key Phrase extraction Organization entity extraction Face detection Text Utilities Cognitive skills Azure Databricks Machine Learning VMs Azure Machine Learning Custom skills Your custom skill goes here!
  • 20. Document Cracking  Built-in connectors  Blob Storage  Azure SQL  Cosmos DB  Azure Tables  ADLS Gen2 (new! - gated public preview!)  File formats supported in blob storage  rtf  json  html  doc  ppt  xls  pdf  xml  png  jpg  tiff  bmp
  • 21. Fully managed Easy to use Built-in AI Uncover latent insights from all your content Customizable
  • 22.
  • 23. Auditing and compliance Customer feedback analytics Technical content review Digital asset management Business process automation Catalog search
  • 24. “We’re in the midst of a renaissance right now, with AI bringing art and science together in a way that will enable online visitors to develop a deeper and more personally relevant connection to art.” Maria Kessler Senior Program Manager, Digital Partnerships The Metropolitan Museum of Art Solution Art exploration application allowing for anyone to explore The Met’s Open Access collection Results • Discover artworks with new pathways to similar or related works • Explore enriched information about the artist and their works • Find connections to artworks based on location and time period Connecting people to creativity, knowledge, and ideas. The Metropolitan Museum of Art
  • 25. Art Metadata Art work Images Image Tagging Art Explorer Enrich The Met’s Open Access Data AI Enabled Cognitive skills Art Explorer Geo-Point Extractor Azure Blob Storage Custom Object Detector Similar Image Tagger Biography Enricher Web AppAzure Search Search Index Ingest Enrich Explore
  • 27. What’s new to in Azure Cognitive Search
  • 28. Resources KM workshop Power Skills • Ignite Videos – Session On-Demand Catalog