This webinar discusses various Azure AI services including Cognitive Services, Azure Machine Learning, and Azure Bot Service. It provides examples of using Cognitive Services for tasks like form recognition, text analysis, and custom vision. Azure Machine Learning is demonstrated for automated ML and MLOps. Knowledge mining with Azure Search and building chatbots with Azure Bot Service are also summarized. Real-world use cases are presented including a clinical studies search application.

1. Azure AI
WEBINAR
Azure AI

2. Peruri Srinivasulu
Principal Architect​
Krish Services Group​
Ravi Vuruturu
Senior Software Engineer
Krish Services Group​
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3. Azure AI
1. Introduction
• Krish Services Group
• AI and Machine Learning
2. Azure AI
• Cognitive Services
• Knowledge Mining using Azure Search
• Machine Learning
3. When to use what
4. Use cases and Demo
5. Question & Answer
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4. Azure AI 4
• Trusted software development and IT partner
• Full lifecycle or development integration services – architecture guidance consultation
• Specialized in Application modernization , Azure DevOps, Azure cloud migrations, SharePoint/Office 365, enterprise applications
and mobile apps development.
• Microsoft Gold partner
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5. Azure AI
Microsoft Cloud Apps Development & Modernization
End-to-End Services
Solution
Architecture
UX Design Development
& Testing
Training Migration Managed
Support
Services
Migrations & Upgrades
Intranets & Extranets
Departmental Portals
InfoPath to O365
Power Platform
Custom Apps & Web Parts
Workflows
Cognitive Services
Azure Serverless
Logic Apps
Web Applications
Mobile Apps
Web APIs
Azure DevOps
Integrations
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6. Azure AI 6

7. Azure AI 7
Courtesy: https://www.jumpto365.com/

8. Azure AI
Artificial Intelligence, Machine Learning and Deep Learning
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9. Azure AI
Azure AI
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10. Azure AI 10
Azure AI
AI Apps & Agents Knowledge Mining Machine Learning
Deliver breakthrough
experiences in your apps.
Uncover latent insights
from all your content.
Quickly and easily build,
train, deploy and manage
your models.

11. Azure AI
AI Apps and Agents
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Azure Bot ServiceAzure Cognitive Services

12. Azure AI
Azure Cognitive Services
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Build apps that surface
recommendations for informed
and efficient decision-making
Allow your apps to process natural
language with pre-built scripts,
evaluate sentiment and learn how
to recognize what users want.
Convert speech into text and text
into natural-sounding speech;
language translation; enable speaker
verification and recognition
Recognize, identify, caption,
index, and moderate your
pictures, videos, and digital ink
content.
Add Bing Search APIs to your apps
and harness the ability to comb
billions of webpages, images,
videos, and news with a single API
call.
Decision Speech Language
Vision Search

13. Azure AI
Azure Cognitive Services
• Content Moderator
• Anomaly Detector
• Personalizer
Decision
• Speech To Text
• Text To Speech
• Speech Translation
• Speaker Recognition
Speech
• Language Understanding (LUIS)
• QnA Maker
• Text Analytics
• Translator Text
• Immersive Reader
Language

14. Azure AI
Azure Cognitive Services
• Bing News Search
• Bing Video Search
• Bing Web Search
• Bing Autosuggest
• Bing Custom Search
• Bing Entity Search
• Bing Image Search
• Bing Visual Search
• Bing Spell Check
• Bing Local Business Search
• Computer Vision
• Custom Vision Service
• Face API
• Form Recognizer
• Ink Recognizer
• Video Indexer
Vision Search

15. Azure AI
Custom Vision
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16. Azure AI
Form Recognizer
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Extracted Keys Extracted values from form 1 Extracted values from form 2 (Hand Written)
First Name John Raj
Last Name Brown Mehta
Phone 216-404-2345 211-213-1341
Email John.Brown@gmail.com RAJ.MEHTA@GMAIL.COM
Company XYZ Services, Inc. PQR Services, Inc.
Designation Software Engineer Marketing Head
Notes I would like to learn about Cognitive Services Nothing in particular

17. Azure AI
Architecture
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ASP.NET Core
Web App
Azure Function
Blob Storage
Form
Recognizer
Sends the result via
output binding

18. Azure AI
Text Analytics
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19. Azure AI
Azure Bot Service
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20. Azure AI 20
Knowledge Mining
with
Azure Search

21. Azure AI
How knowledge mining works
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22. Azure AI 22
Natural Language Processing
Key Phrase Extraction
Sentiment Analysis
Organization Entity Extraction
Location Entity Extraction
Persons Entity Extraction
Language Detection
Text Translation
Image Processing
Face Detection
Tag Extraction
Celebrity Recognition
Landmark Detection
Handwriting Recognition
Printed Text Recognition
Utilities
Complex Type Shaping
Text Merging
Text Splitting
Conditional Skill
Built-in Skills in
Multiple
Languages

23. Azure AI
Use Case – Clinical Studies Search
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24. Azure AI
Skills Used
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25. Azure AI
Azure Machine Learning
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26. Azure AI
Automated ML (UI)
• Select Algorithm
• Data Gathering and Cleaning
• Split Data
• Train Model
• Evaluate Model
• Expose the model using an
endpoint
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27. Azure AI 27
DevOps MLOps
Code testing
Code reproducibility
App deployment
Model retraining
Model validation
Model reproducibility
Model deployment

28. Azure AI
MLOps with Azure Machine Learning
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Train model Validate
model
Deploy
model
Monitor
model
Retrain model
Build appCollaborate Test app Release app Monitor app
Audit trail management and model interpretability
App developer
using Azure DevOps
Data scientist using
Azure Machine Learning

29. Azure AI 29
Questions?

30. Teams App Development and Use cases
Contact
• Christopher Rolnicki
crolnicki@krishservicesgroup.com
330-523-6130
• Peruri Srinivasulu
Peruris@krishservicesgroup.com
• Ravi Vuruturu
Ravi.vuruturu@krishservicesgroup.com
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