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© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Accelerating ML adoption with our
new AI services
Ben Snively
Specialist Solutions Architect
AWS
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Other Machine Learning Breakouts
1400-1440: Build, train and deploy Deep Learning models on
Amazon SageMaker
Pedro Paez
1510-1550: Building Business outcome with
Machine Learning on AWS
Barnam Bora
1620-1700: Internet of Things - beyond the Hype
Timothee Cruse
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Amazon AI Services
easily integrate with your applications to address
common use cases such as time series forecasting,
document analysis, personalized recommendations and
others. Because we use the same deep learning
technology that powers Amazon.com and our ML
Services, you get quality and accuracy from continuously-
learning APIs with little to no data science experience
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark
2019
M L F R A M E W O R K S &
I N F R A S T R U C T U R E
A I S E R V I C E S
R E K O G N I T I O N
I M A G E
P O L L Y T R A N S C R I B E T R A N S L A T E C O M P R E H E N D &
C O M P R E H E N D
M E D I C A L
L E XR E K O G N I T I O N
V I D E O
Vision Speech Language Chatbots
A M A Z O N
S A G E M A K E R
B U I L D T R A I N
F O R E C A S T
Forecasting
T E X T R A C T
Recommendations
D E P L O Y
Pre-built algorithms
Data labeling (G R O U N D T R U T H )
One-click model training & tuning
Optimization (N E O )
M L S E R V I C E S
F r a m e w o r k s I n t e r f a c e s I n f r a s t r u c t u r e
E C 2 P 3
& P 3 d n
E C 2 C 5 F P G A s G R E E N G R A S S E L A S T I C
I N F E R E N C E
Reinforcement learning
Algorithms & models ( A W S M A R K E T P L A C E
F O R M A C H I N E L E A R N I N G )
I N F E R E N T I A
Notebook Hosting
One-click deployment & hosting
Auto-scaling
Virtual Private Cloud
Private Link
Elastic Inference integration
Hyper Parameter Optimization
P E R S O N A L I Z E
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Amazon Textract
Automatically extract text and data from scanned
documents and go beyond simple optical character
recognition (OCR) to also identify the contents of
fields in forms and information stored in tables.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Documents and Forms can be complicated…
…not a single corresponding pixel value in common
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Text extraction Table extraction Form extraction
Amazon Textract
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Blocks: PAGE, PARAGRAPH, LINE, WORD
is washed by waves, and cooled
Text extraction Table extraction Form extraction
Amazon
Textract
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Name Description
Blocks List of blocks identified
from the document
ID Unique ID of the unit
Relationships CHILD
Block type PAGE, PARAGRAPH, LINE, WORD
Pages Contains number of
pages in the document
Name Description
Document Blob or Amazon S3
object
Text extraction Table extraction Form extraction
Amazon
Textract
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Blocks: PAGE, TABLE, CELL
For each ’block’ you get:
• Text
• Confidence score
• Block relationships (e.g. cells within a table)
Text extraction Table extraction Form extraction
Amazon
Textract
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Name Description
Document Blob or Amazon S3
object
FeatureTypes TABLES
Name Description
Blocks List of blocks identified
from the document
ID Unique ID of the unit
Relationships CHILD
Block type PAGE, TABLE, CELL
Pages Contains number of
pages in the document
Text extraction Table extraction Form extraction
Amazon
Textract
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
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
Text extraction Table extraction Form extraction
Amazon
Textract
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Name Description
Document Blob or Amazon S3
object
FeatureTypes FORMS
Name Description
Blocks List of blocks identified
from the document
ID Unique ID of the unit
Relationships KEY, VALUE, CHILD
Block type PAGE, KEY_VALUE_SET
Pages Contains number of
pages in the document
Text extraction Table extraction Form extraction
Amazon
Textract
S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Input
Uploaded document
images of notes,
explanation of
benefits, and forms
Amazon S3
Uploaded documents
are stored in S3
NLP
Use natural language
processing to extract
insights
from documents
Amazon
Elasticsearch
Service
Easily search through
extracted data and
text insights
Output
Discover insights to
improve services
Amazon Textract
Automatically extract
words and lines of
text, and tables
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
Amazon Personalize
Batch or Real-time personalization and
recommendation service. No ML experience required.

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AWS Summit Singapore 2019 | Accelerating ML Adoption with Our New AI services

  • 1. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Accelerating ML adoption with our new AI services Ben Snively Specialist Solutions Architect AWS
  • 2. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Other Machine Learning Breakouts 1400-1440: Build, train and deploy Deep Learning models on Amazon SageMaker Pedro Paez 1510-1550: Building Business outcome with Machine Learning on AWS Barnam Bora 1620-1700: Internet of Things - beyond the Hype Timothee Cruse
  • 3. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Amazon AI Services easily integrate with your applications to address common use cases such as time series forecasting, document analysis, personalized recommendations and others. Because we use the same deep learning technology that powers Amazon.com and our ML Services, you get quality and accuracy from continuously- learning APIs with little to no data science experience
  • 4. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark 2019 M L F R A M E W O R K S & I N F R A S T R U C T U R E A I S E R V I C E S R E K O G N I T I O N I M A G E P O L L Y T R A N S C R I B E T R A N S L A T E C O M P R E H E N D & C O M P R E H E N D M E D I C A L L E XR E K O G N I T I O N V I D E O Vision Speech Language Chatbots A M A Z O N S A G E M A K E R B U I L D T R A I N F O R E C A S T Forecasting T E X T R A C T Recommendations D E P L O Y Pre-built algorithms Data labeling (G R O U N D T R U T H ) One-click model training & tuning Optimization (N E O ) M L S E R V I C E S F r a m e w o r k s I n t e r f a c e s I n f r a s t r u c t u r e E C 2 P 3 & P 3 d n E C 2 C 5 F P G A s G R E E N G R A S S E L A S T I C I N F E R E N C E Reinforcement learning Algorithms & models ( A W S M A R K E T P L A C E F O R M A C H I N E L E A R N I N G ) I N F E R E N T I A Notebook Hosting One-click deployment & hosting Auto-scaling Virtual Private Cloud Private Link Elastic Inference integration Hyper Parameter Optimization P E R S O N A L I Z E
  • 5. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Amazon Textract Automatically extract text and data from scanned documents and go beyond simple optical character recognition (OCR) to also identify the contents of fields in forms and information stored in tables.
  • 6. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Documents and Forms can be complicated… …not a single corresponding pixel value in common
  • 7. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Text extraction Table extraction Form extraction Amazon Textract
  • 8. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Blocks: PAGE, PARAGRAPH, LINE, WORD is washed by waves, and cooled Text extraction Table extraction Form extraction Amazon Textract
  • 9. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Name Description Blocks List of blocks identified from the document ID Unique ID of the unit Relationships CHILD Block type PAGE, PARAGRAPH, LINE, WORD Pages Contains number of pages in the document Name Description Document Blob or Amazon S3 object Text extraction Table extraction Form extraction Amazon Textract
  • 10. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Blocks: PAGE, TABLE, CELL For each ’block’ you get: • Text • Confidence score • Block relationships (e.g. cells within a table) Text extraction Table extraction Form extraction Amazon Textract
  • 11. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Name Description Document Blob or Amazon S3 object FeatureTypes TABLES Name Description Blocks List of blocks identified from the document ID Unique ID of the unit Relationships CHILD Block type PAGE, TABLE, CELL Pages Contains number of pages in the document Text extraction Table extraction Form extraction Amazon Textract
  • 12. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T 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 Text extraction Table extraction Form extraction Amazon Textract
  • 13. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Name Description Document Blob or Amazon S3 object FeatureTypes FORMS Name Description Blocks List of blocks identified from the document ID Unique ID of the unit Relationships KEY, VALUE, CHILD Block type PAGE, KEY_VALUE_SET Pages Contains number of pages in the document Text extraction Table extraction Form extraction Amazon Textract
  • 14. S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Input Uploaded document images of notes, explanation of benefits, and forms Amazon S3 Uploaded documents are stored in S3 NLP Use natural language processing to extract insights from documents Amazon Elasticsearch Service Easily search through extracted data and text insights Output Discover insights to improve services Amazon Textract Automatically extract words and lines of text, and tables
  • 15. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Amazon Personalize Batch or Real-time personalization and recommendation service. No ML experience required.