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© 2020, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential
Computer Vision con AWS
Woody Borraccino, AI Specialist Solutions Architect, Computer Vision
© 2020, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential
The reach of ML is growing
By 2021, global spending on AI
and cognitive technologies will
exceed $50 billion
—IDC
INCREASED SPENDING
By the end of 2024, 75% of
enterprises will shift from
piloting to operationalizing AI
—Gartner
FROM PILOTING TO
OPERATIONALIZING
AI TRANSFORMATION
57% said that AI would
transform their organization in
the next three years
—Deloitte
© 2020, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential
Classification Object Detection Segmentation Pose Estimation
Computer Vision challenges
Images from https://gluon-cv.mxnet.io/contents.html
© 2020, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential
Model Zoo for Classification
pre-trained models evaluations
graph
https://gluon-cv.mxnet.io/model_zoo/classification.html
© 2020, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential
Our mission at AWS
Put machine learning in the
hands of every developer
6© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
VISION SPEECH TEXT SEARCH CHATBOTS PERSONALIZATION FORECASTING FRAUD DEVELOPMENT
CONTACT
CENTERS
Ground
Truth
AWS Marketplace
for ML
Neo
Augmented
AI
Built-in
algorithms
Notebooks Experiments Processing
Model training
and tuning
Debugger Autopilot
Model
hosting
Model
Monitor
Deep Learning
AMIs & Containers
GPUs &
CPUs
Elastic
Inference
Inferentia FPGA
Amazon
Rekognition
Amazon
Polly
Amazon
Transcribe
+Medical
Amazon
Lex
Amazon
Personalize
Amazon
Forecast
Amazon
Comprehend
+Medical
AI SERVICES
ML SERVICES
ML FRAMEWORKS & INFRASTRUCTURE
Amazon
Textract
Amazon
Kendra
Contact Lens
For Amazon Connect
SageMaker Studio IDE
Amazon
CodeGuru
Amazon
SageMaker
DeepGraphLibrary
Amazon
Fraud Detector
Amazon
Translate
The AWS ML Stack
Broadest and most complete set of machine learning capabilities
7© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
VISION SPEECH TEXT SEARCH CHATBOTS PERSONALIZATION FORECASTING FRAUD DEVELOPMENT
CONTACT
CENTERS
Ground
Truth
AWS Marketplace
for ML
Neo
Augmented
AI
Built-in
algorithms
Notebooks Experiments Processing
Model training
and tuning
Debugger Autopilot
Model
hosting
Model
Monitor
Deep Learning
AMIs & Containers
GPUs &
CPUs
Elastic
Inference
Inferentia FPGA
Amazon
Rekognition
Amazon
Polly
Amazon
Transcribe
+Medical
Amazon
Lex
Amazon
Personalize
Amazon
Forecast
Amazon
Comprehend
+Medical
AI SERVICES
ML SERVICES
ML FRAMEWORKS & INFRASTRUCTURE
Amazon
Textract
Amazon
Kendra
Contact Lens
For Amazon Connect
SageMaker Studio IDE
Amazon
CodeGuru
Amazon
SageMaker
DeepGraphLibrary
Amazon
Fraud Detector
Amazon
Translate
The AWS ML Stack
Broadest and most complete set of machine learning capabilities
8© 2019 Amazon Web Services, Inc. or its affiliates. All rights reserved | 8© 2019 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Personalizing the
driving experience
Kia Motors uses Amazon Rekognition for advanced
image and video analysis of an in-car camera that
detects the driver. Then, the car automatically
adjusts driver-assistance features like personalized
mirror and seat positioning.
9© 2019 Amazon Web Services, Inc. or its affiliates. All rights reserved | 9© 2019 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Real-time
identity verification
Aella Credit uses Amazon Rekognition to
analyze images to verify an individual’s
identity in real-time without human
intervention, allowing it to provide instant
loans to eligible customers through its mobile
app.
10© 2019 Amazon Web Services, Inc. or its affiliates. All rights reserved | 10© 2019 Amazon Web Services, Inc. or its affiliates. All rights reserved |
ML based computer vision
helps insurance provider
nib, uses Amazon Textract to help 1.6 million
Australian and New Zealand residents by
going beyond their traditional OCR tooling to
speed up claims processing, resulting in a
great customer experience while increasing
their operational efficiencies.
11© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Amazon Rekognition:
Deep-Learning-Based Image and Video Analysis
12© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Video
Amazon Rekognition applies machine learning
to extract information from images and video
Images
13© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Amazon Rekognition Features
Faces Celebrities Labels
Moderation ScenesActivities Paths
Text
14© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Amazon Rekognition Benefits
Low cost
Your data
is your ownServerless
Rapid
integration
State of the
art capabilities
Continuous
improvement
15© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Media discovery
Customer
engagement Industrial
… and more
Safe content Public safety Mapping
Amazon Rekognition Customers
16© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Amazon Rekognition Customers
17© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Object and scene detection
18© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Object and scene detection
19© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Object and scene detection
20© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Custom Labels
21© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Custom Labels
Torque Converter
22© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Custom Labels
Torque Converter
23© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Custom Labels
Torque Converter
HANDS-ON DEMO
24© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Activities and paths
25© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Text in the wild
26© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Make the design match
Top-level
category
Second-level
category
Confidence
score
Explicit nudity
Nudity XX.X%
Graphic male nudity XX.X%
Graphic female nudity XX.X%
Sexual activity XX.X%
Partial nudity XX.X%
Suggestive
Female swimwear
or underwear
XX.X%
Male swimwear
or underwear
XX.X%
Revealing clothes XX.X%
Rekognition for Content Moderation
27© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Celebrity detection
28© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Face – Common Use Cases
Customer Analysis
Analyze trends, not individuals
Recognize Your Customer
Verify the identities of customers who opt-in
29© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Recognize your customer
Verify the identities of customers who opt-in
30© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Face Detection, Analysis, and Recognition
LightingPose Blur and occlusion
31© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Face – Customer Analysis
With trends, not individually
32© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Face – Customer Analysis
With trends, not individually
33© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Face – Customer Analysis
With trends, not individually
HANDS-ON DEMO
34© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Shot Detection
Color Bars
Ends Credit
Black Frames
Detecting Video Segments
35© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Shot Detection
Color Bars
Ends Credit
Black Frames
Detecting Video Segments
HANDS-ON DEMO
36© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | 36© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
37© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | 37© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Documents are a Primary Business Tool Across Industries
Finance
Insurance
Real estate
Accounting
Tax management
Medical
Legal
Business management
Education
And many more…
38© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Amazon Confidential
How Documents are Processed Today
Manual
processing
Rules and
template-based extraction
Optical Character
Recognition (OCR)
• Expensive
• Error Prone
• Time Consuming
• Simple Documents Only
• Error Prone
• Flat Bag of Words
• Limited by Accuracy of OCR
• Dev and Management Overhead
• Templates are Brittle
39© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Amazon Confidential
Benefits of Amazon Textract
40© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Amazon Confidential
Amazon Textract Features
Text extraction Table extraction Form extraction Human in the
Loop (A2i)
41© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Amazon Confidential
Text Extraction
Blocks: PAGE, LINE, WORD
is washed by waves, and cooled
42© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Amazon Textract –
Text Extraction simplified
Output
Extract data quickly &
accurately
No code or templates to
maintain
43© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Amazon Confidential
Table Extraction
Blocks: PAGE, TABLE, CELL
For each ’block’ you get:
• Text
• Confidence score
• Block relationships (e.g. cells within a table)
44© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Output {
Start Date: 1/15/2009
End Date: 6/30/2013
Employer Name: Any Company
Position Held: Head Baker
Reason for leaving: Family relocated
}
Amazon Textract –
Table Extraction simplified
45© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Amazon Confidential
Form Extraction
Blocks: PAGE, KEY_VALUE_SET
For each ’block’ of your document:
• Form field name (key) and field value (value) association
• Confidence score
• Page number
• Block relationships
46© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Output Full Name:
First: John
Middle: X
Last: Doe
Date of Birth:
MM: 01
DD: 01
YYYY: 1971
Gender:
Male: True
Female: False
Amazon Textract –
Form Extraction simplified
47© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Supports single-page
documents such
as images (e.g.,
mobile capture)
For multi-page documents,
up to 3,000 pages
Amazon Textract
Sync and Async APIs
48© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
• Regulatory requirements
• Sensitive decisions
(e.g. issuing a loan)
• Hard-to-read documents
• …more
Human review makes it
easier for some customers
to adopt AI
Textract works with Amazon A2i for human review
49© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Textract works with Amazon A2i for human review
Client application
sends documents to
Amazon Textract
Amazon Textract
extracts text and
structured data from
scanned documents
Results stored
to Amazon S3
1 2
6
4 Low-confidence
predictions sent for human
review
3
High-confidence predictions
returned immediately to client
application
5 Reviews consolidated
using Amazon A2I answer
consolidation algorithms
Client
application
50© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
• Problem: Review medical prescription documents and issue
payments to pharmacists quickly and accurately. Human
involvement mandatory, but NHS wants to take advantage of
AI.
• Benefit of Textract and A2I: “Amazon Textract is compelling
because it offers AI powered extraction of text and structured
data from virtually any document. We are excited about A2I
because it allows us to take advantage of ML while still
applying human judgement. That’s a game changer for us.”
51© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
Textract Partner Ecosystem
Consulting(SI)PartnersPlatform(ISV)
52© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
How to start
Test on AWS console UI
https://github.com/aws-samples
https://www.amazonaws.cn/en/solutions
© 2020, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential
Thanks!

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Computer Vision con AWS

  • 1. © 2020, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential Computer Vision con AWS Woody Borraccino, AI Specialist Solutions Architect, Computer Vision
  • 2. © 2020, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential The reach of ML is growing By 2021, global spending on AI and cognitive technologies will exceed $50 billion —IDC INCREASED SPENDING By the end of 2024, 75% of enterprises will shift from piloting to operationalizing AI —Gartner FROM PILOTING TO OPERATIONALIZING AI TRANSFORMATION 57% said that AI would transform their organization in the next three years —Deloitte
  • 3. © 2020, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential Classification Object Detection Segmentation Pose Estimation Computer Vision challenges Images from https://gluon-cv.mxnet.io/contents.html
  • 4. © 2020, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential Model Zoo for Classification pre-trained models evaluations graph https://gluon-cv.mxnet.io/model_zoo/classification.html
  • 5. © 2020, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential Our mission at AWS Put machine learning in the hands of every developer
  • 6. 6© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | VISION SPEECH TEXT SEARCH CHATBOTS PERSONALIZATION FORECASTING FRAUD DEVELOPMENT CONTACT CENTERS Ground Truth AWS Marketplace for ML Neo Augmented AI Built-in algorithms Notebooks Experiments Processing Model training and tuning Debugger Autopilot Model hosting Model Monitor Deep Learning AMIs & Containers GPUs & CPUs Elastic Inference Inferentia FPGA Amazon Rekognition Amazon Polly Amazon Transcribe +Medical Amazon Lex Amazon Personalize Amazon Forecast Amazon Comprehend +Medical AI SERVICES ML SERVICES ML FRAMEWORKS & INFRASTRUCTURE Amazon Textract Amazon Kendra Contact Lens For Amazon Connect SageMaker Studio IDE Amazon CodeGuru Amazon SageMaker DeepGraphLibrary Amazon Fraud Detector Amazon Translate The AWS ML Stack Broadest and most complete set of machine learning capabilities
  • 7. 7© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | VISION SPEECH TEXT SEARCH CHATBOTS PERSONALIZATION FORECASTING FRAUD DEVELOPMENT CONTACT CENTERS Ground Truth AWS Marketplace for ML Neo Augmented AI Built-in algorithms Notebooks Experiments Processing Model training and tuning Debugger Autopilot Model hosting Model Monitor Deep Learning AMIs & Containers GPUs & CPUs Elastic Inference Inferentia FPGA Amazon Rekognition Amazon Polly Amazon Transcribe +Medical Amazon Lex Amazon Personalize Amazon Forecast Amazon Comprehend +Medical AI SERVICES ML SERVICES ML FRAMEWORKS & INFRASTRUCTURE Amazon Textract Amazon Kendra Contact Lens For Amazon Connect SageMaker Studio IDE Amazon CodeGuru Amazon SageMaker DeepGraphLibrary Amazon Fraud Detector Amazon Translate The AWS ML Stack Broadest and most complete set of machine learning capabilities
  • 8. 8© 2019 Amazon Web Services, Inc. or its affiliates. All rights reserved | 8© 2019 Amazon Web Services, Inc. or its affiliates. All rights reserved | Personalizing the driving experience Kia Motors uses Amazon Rekognition for advanced image and video analysis of an in-car camera that detects the driver. Then, the car automatically adjusts driver-assistance features like personalized mirror and seat positioning.
  • 9. 9© 2019 Amazon Web Services, Inc. or its affiliates. All rights reserved | 9© 2019 Amazon Web Services, Inc. or its affiliates. All rights reserved | Real-time identity verification Aella Credit uses Amazon Rekognition to analyze images to verify an individual’s identity in real-time without human intervention, allowing it to provide instant loans to eligible customers through its mobile app.
  • 10. 10© 2019 Amazon Web Services, Inc. or its affiliates. All rights reserved | 10© 2019 Amazon Web Services, Inc. or its affiliates. All rights reserved | ML based computer vision helps insurance provider nib, uses Amazon Textract to help 1.6 million Australian and New Zealand residents by going beyond their traditional OCR tooling to speed up claims processing, resulting in a great customer experience while increasing their operational efficiencies.
  • 11. 11© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Amazon Rekognition: Deep-Learning-Based Image and Video Analysis
  • 12. 12© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Video Amazon Rekognition applies machine learning to extract information from images and video Images
  • 13. 13© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Amazon Rekognition Features Faces Celebrities Labels Moderation ScenesActivities Paths Text
  • 14. 14© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Amazon Rekognition Benefits Low cost Your data is your ownServerless Rapid integration State of the art capabilities Continuous improvement
  • 15. 15© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Media discovery Customer engagement Industrial … and more Safe content Public safety Mapping Amazon Rekognition Customers
  • 16. 16© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Amazon Rekognition Customers
  • 17. 17© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Object and scene detection
  • 18. 18© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Object and scene detection
  • 19. 19© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Object and scene detection
  • 20. 20© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Custom Labels
  • 21. 21© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Custom Labels Torque Converter
  • 22. 22© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Custom Labels Torque Converter
  • 23. 23© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Custom Labels Torque Converter HANDS-ON DEMO
  • 24. 24© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Activities and paths
  • 25. 25© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Text in the wild
  • 26. 26© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Make the design match Top-level category Second-level category Confidence score Explicit nudity Nudity XX.X% Graphic male nudity XX.X% Graphic female nudity XX.X% Sexual activity XX.X% Partial nudity XX.X% Suggestive Female swimwear or underwear XX.X% Male swimwear or underwear XX.X% Revealing clothes XX.X% Rekognition for Content Moderation
  • 27. 27© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Celebrity detection
  • 28. 28© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Face – Common Use Cases Customer Analysis Analyze trends, not individuals Recognize Your Customer Verify the identities of customers who opt-in
  • 29. 29© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Recognize your customer Verify the identities of customers who opt-in
  • 30. 30© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Face Detection, Analysis, and Recognition LightingPose Blur and occlusion
  • 31. 31© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Face – Customer Analysis With trends, not individually
  • 32. 32© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Face – Customer Analysis With trends, not individually
  • 33. 33© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Face – Customer Analysis With trends, not individually HANDS-ON DEMO
  • 34. 34© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Shot Detection Color Bars Ends Credit Black Frames Detecting Video Segments
  • 35. 35© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Shot Detection Color Bars Ends Credit Black Frames Detecting Video Segments HANDS-ON DEMO
  • 36. 36© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | 36© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved |
  • 37. 37© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | 37© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Documents are a Primary Business Tool Across Industries Finance Insurance Real estate Accounting Tax management Medical Legal Business management Education And many more…
  • 38. 38© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Amazon Confidential How Documents are Processed Today Manual processing Rules and template-based extraction Optical Character Recognition (OCR) • Expensive • Error Prone • Time Consuming • Simple Documents Only • Error Prone • Flat Bag of Words • Limited by Accuracy of OCR • Dev and Management Overhead • Templates are Brittle
  • 39. 39© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Amazon Confidential Benefits of Amazon Textract
  • 40. 40© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Amazon Confidential Amazon Textract Features Text extraction Table extraction Form extraction Human in the Loop (A2i)
  • 41. 41© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Amazon Confidential Text Extraction Blocks: PAGE, LINE, WORD is washed by waves, and cooled
  • 42. 42© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Amazon Textract – Text Extraction simplified Output Extract data quickly & accurately No code or templates to maintain
  • 43. 43© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Amazon Confidential Table Extraction Blocks: PAGE, TABLE, CELL For each ’block’ you get: • Text • Confidence score • Block relationships (e.g. cells within a table)
  • 44. 44© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Output { Start Date: 1/15/2009 End Date: 6/30/2013 Employer Name: Any Company Position Held: Head Baker Reason for leaving: Family relocated } Amazon Textract – Table Extraction simplified
  • 45. 45© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Amazon Confidential Form Extraction Blocks: PAGE, KEY_VALUE_SET For each ’block’ of your document: • Form field name (key) and field value (value) association • Confidence score • Page number • Block relationships
  • 46. 46© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Output Full Name: First: John Middle: X Last: Doe Date of Birth: MM: 01 DD: 01 YYYY: 1971 Gender: Male: True Female: False Amazon Textract – Form Extraction simplified
  • 47. 47© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Supports single-page documents such as images (e.g., mobile capture) For multi-page documents, up to 3,000 pages Amazon Textract Sync and Async APIs
  • 48. 48© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | • Regulatory requirements • Sensitive decisions (e.g. issuing a loan) • Hard-to-read documents • …more Human review makes it easier for some customers to adopt AI Textract works with Amazon A2i for human review
  • 49. 49© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Textract works with Amazon A2i for human review Client application sends documents to Amazon Textract Amazon Textract extracts text and structured data from scanned documents Results stored to Amazon S3 1 2 6 4 Low-confidence predictions sent for human review 3 High-confidence predictions returned immediately to client application 5 Reviews consolidated using Amazon A2I answer consolidation algorithms Client application
  • 50. 50© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | • Problem: Review medical prescription documents and issue payments to pharmacists quickly and accurately. Human involvement mandatory, but NHS wants to take advantage of AI. • Benefit of Textract and A2I: “Amazon Textract is compelling because it offers AI powered extraction of text and structured data from virtually any document. We are excited about A2I because it allows us to take advantage of ML while still applying human judgement. That’s a game changer for us.”
  • 51. 51© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | Textract Partner Ecosystem Consulting(SI)PartnersPlatform(ISV)
  • 52. 52© 2020 Amazon Web Services, Inc. or its affiliates. All rights reserved | How to start Test on AWS console UI https://github.com/aws-samples https://www.amazonaws.cn/en/solutions
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