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© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Turbocharge your business
with AI and Machine Learning
Gili Nachum
Solutions Architect
Amazon Web Services
gili@amazon.com
S K L 2 0 8
Boaz Ziniman
Technical Evangelist
Amazon Web Services
@ziniman
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
What you’ll get out of this session
• What is AI/ML
• How does AI/ML transforms businesses?
• Review AI driven business use cases
• How to get started: strategy, tools, talent
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Artificial Intelligence: design software applications which exhibit
human-like behavior, e.g. speech, natural language processing,
reasoning or intuition
Machine Learning: teach machines to learn without being
explicitly programmed
Deep Learning: using neural networks, teach machines to learn
from complex data where features cannot be explicitly expressed
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
of digital transformation initiatives
supported by AI in 201940% - IDC 2018
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Rule-based - Traditional program
Has explicit rules to follow:
if email contains ’lotto
winner’ then mark as spam
if email contains …
if email contains …
Learns from examples:
Try to classify some emails
Change self to reduce errors
Repeat;
Machine Learning program
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AI @ Amazon
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
The Amazon Flywheel
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
The Amazon Flywheel
Product
Recommendations
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
There’s a service for that …
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
The Amazon Flywheel
Automatic
Translation
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
There’s a service for that: Amazon Translate
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
The Amazon Flywheel
Supply Chain
Optimization
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
There’s a service for that: Amazon Forecast
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
The Amazon Flywheel
30 Minutes
Delivery
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
More use cases for ML
Fraud detection Detecting fraudulent transactions, filtering spam
emails, flagging suspicious reviews, …
Personalization Recommending content, predictive content loading,
improving user experience, …
Targeted marketing Matching customers and offers, choosing marketing
campaigns, cross-selling and up-selling, …
Content classification Categorizing documents, matching hiring managers
and resumes, understanding visual content, …
Churn prediction Finding customers who are likely to stop using the
service, upgrade targeting, …
Customer support Predictive routing of customer emails, social media
listening, …
Predictive maintenance Detect early signs of equipment failure
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Put AI to work for your business
Automate media workflows to reduce costs & monetize content
content moderation | contextual ad insertion | searchable media library
custom facial recognition | multi-language metadata search
C O M P R E H E N DR E K O G N I T I O N
I M A G E
R E K O G N I T I O N
V I D E O
T R A N S C R I B E T R A N S L A T E T E X T R A C T
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Scaling video indexing
C-SPAN uses Amazon Rekognition to
automatically index video news footage
for search. With Rekognition, C-SPAN
reduced indexing time per video from 1
hour to 20 minutes and uploaded 97,000
images in under 2 hours.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Put AI to work for your business
Use AI services to strengthen safety & security
accurate facial analysis | identity protection | metadata extraction
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
R E K O G N I T I O N
I M A G E
R E K O G N I T I O N
V I D E O
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Fight human trafficking
Marinus Analytics provides law enforcement with
tools founded in artificial intelligence.
Traffic Jam, is a suite of tools for use by law
enforcement agencies on sex trafficking
investigations.
Before using Amazon Rekognition, their only
recourse was manual processing; this was time-
intensive or not possible.
Now, investigators are able to take effective
action by searching through millions of records in
seconds to find victims.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Put AI to work for your business
Understand the voice of your customer
sentiment analysis | app localization | translation services | transcription services | cataloging media | accessibility
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 DR E K O G N I T I O N
I M A G E
R E K O G N I T I O N
V I D E O
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Targeted
customer acquisition
VidMob uses Amazon Rekognition and
Amazon Transcribe for metadata extraction
and sentiment analysis, to help marketers
understand which videos resonate with
audiences. This allows marketers to promote
targeted content to acquire new customers.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Build, train, and deploy custom models using Amazon SageMaker
Delight customers with clever expense deduction | real-time insights for F1 drivers
NEW
Put AI to work for your business
A M A Z O N
S A G E M A K E R
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Fueling product
innovation
Using Amazon SageMaker, Intuit developed ML
models that can pull a year’s worth of bank
transactions to find deductible business expenses
for customers. Using SageMaker, Intuit reduced
machine learning deployment time by 90%, from
6 months to 1 week.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Automation Enrichment Invention
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Assess your structured
and unstructured
data sources
Create
the loop
1.
Connect technology
initiatives with
business outcomes
Advance your
data strategy
Put machine learning
in the hands of
your developers
Organize
for success
2. 3.
?
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
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 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 TT E X T R A C T P E R S O N A L I Z E
D E P L O Y
Pre-built algorithms & notebooks
Data labeling (G R O U N D T R U T H )
One-click model training & tuning
Optimization (N E O )
One-click deployment & hosting
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 learningAlgorithms & 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 )
Language Forecasting Recommendations
The Amazon ML stack: Broadest & deepest set of capabilities
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Related sessions today
14:10 Breaking language barriers with AI - AIM301 (AI & ML Track)
15:50 Unleash the Power of ML with AWS - DEV304 (Innovate Track)
AI & ML Track – Advanced Talks
Thank you!
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Gili Nachum
Solutions Architect
AWS
Boaz Ziniman
Technical Evangelist
AWS
http://bit.ly/2SBkuOU

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SKL208 - Turbocharge your Business with AI and Machine Learning - Tel Aviv Summit 2019

  • 1. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Turbocharge your business with AI and Machine Learning Gili Nachum Solutions Architect Amazon Web Services gili@amazon.com S K L 2 0 8 Boaz Ziniman Technical Evangelist Amazon Web Services @ziniman
  • 2. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. What you’ll get out of this session • What is AI/ML • How does AI/ML transforms businesses? • Review AI driven business use cases • How to get started: strategy, tools, talent
  • 3. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Artificial Intelligence: design software applications which exhibit human-like behavior, e.g. speech, natural language processing, reasoning or intuition Machine Learning: teach machines to learn without being explicitly programmed Deep Learning: using neural networks, teach machines to learn from complex data where features cannot be explicitly expressed
  • 4. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. of digital transformation initiatives supported by AI in 201940% - IDC 2018
  • 5. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Rule-based - Traditional program Has explicit rules to follow: if email contains ’lotto winner’ then mark as spam if email contains … if email contains … Learns from examples: Try to classify some emails Change self to reduce errors Repeat; Machine Learning program
  • 6. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. AI @ Amazon
  • 7. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. The Amazon Flywheel
  • 8. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 9. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. The Amazon Flywheel Product Recommendations
  • 10. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. There’s a service for that …
  • 11. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 12. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. The Amazon Flywheel Automatic Translation
  • 13. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. There’s a service for that: Amazon Translate
  • 14. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 15. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. The Amazon Flywheel Supply Chain Optimization
  • 16. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. There’s a service for that: Amazon Forecast
  • 17. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 18. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. The Amazon Flywheel 30 Minutes Delivery
  • 19. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. More use cases for ML Fraud detection Detecting fraudulent transactions, filtering spam emails, flagging suspicious reviews, … Personalization Recommending content, predictive content loading, improving user experience, … Targeted marketing Matching customers and offers, choosing marketing campaigns, cross-selling and up-selling, … Content classification Categorizing documents, matching hiring managers and resumes, understanding visual content, … Churn prediction Finding customers who are likely to stop using the service, upgrade targeting, … Customer support Predictive routing of customer emails, social media listening, … Predictive maintenance Detect early signs of equipment failure
  • 20. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Put AI to work for your business Automate media workflows to reduce costs & monetize content content moderation | contextual ad insertion | searchable media library custom facial recognition | multi-language metadata search C O M P R E H E N DR E K O G N I T I O N I M A G E R E K O G N I T I O N V I D E O T R A N S C R I B E T R A N S L A T E T E X T R A C T
  • 21. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Scaling video indexing C-SPAN uses Amazon Rekognition to automatically index video news footage for search. With Rekognition, C-SPAN reduced indexing time per video from 1 hour to 20 minutes and uploaded 97,000 images in under 2 hours.
  • 22. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Put AI to work for your business Use AI services to strengthen safety & security accurate facial analysis | identity protection | metadata extraction 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 R E K O G N I T I O N I M A G E R E K O G N I T I O N V I D E O
  • 23. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Fight human trafficking Marinus Analytics provides law enforcement with tools founded in artificial intelligence. Traffic Jam, is a suite of tools for use by law enforcement agencies on sex trafficking investigations. Before using Amazon Rekognition, their only recourse was manual processing; this was time- intensive or not possible. Now, investigators are able to take effective action by searching through millions of records in seconds to find victims.
  • 24. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Put AI to work for your business Understand the voice of your customer sentiment analysis | app localization | translation services | transcription services | cataloging media | accessibility 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 DR E K O G N I T I O N I M A G E R E K O G N I T I O N V I D E O
  • 25. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Targeted customer acquisition VidMob uses Amazon Rekognition and Amazon Transcribe for metadata extraction and sentiment analysis, to help marketers understand which videos resonate with audiences. This allows marketers to promote targeted content to acquire new customers.
  • 26. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Build, train, and deploy custom models using Amazon SageMaker Delight customers with clever expense deduction | real-time insights for F1 drivers NEW Put AI to work for your business A M A Z O N S A G E M A K E R
  • 27. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Fueling product innovation Using Amazon SageMaker, Intuit developed ML models that can pull a year’s worth of bank transactions to find deductible business expenses for customers. Using SageMaker, Intuit reduced machine learning deployment time by 90%, from 6 months to 1 week.
  • 28. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 29. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Automation Enrichment Invention
  • 30. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Assess your structured and unstructured data sources Create the loop 1. Connect technology initiatives with business outcomes Advance your data strategy Put machine learning in the hands of your developers Organize for success 2. 3. ?
  • 31. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. 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 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 TT E X T R A C T P E R S O N A L I Z E D E P L O Y Pre-built algorithms & notebooks Data labeling (G R O U N D T R U T H ) One-click model training & tuning Optimization (N E O ) One-click deployment & hosting 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 learningAlgorithms & 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 ) Language Forecasting Recommendations The Amazon ML stack: Broadest & deepest set of capabilities
  • 32. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Related sessions today 14:10 Breaking language barriers with AI - AIM301 (AI & ML Track) 15:50 Unleash the Power of ML with AWS - DEV304 (Innovate Track) AI & ML Track – Advanced Talks
  • 33. Thank you! © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Gili Nachum Solutions Architect AWS Boaz Ziniman Technical Evangelist AWS http://bit.ly/2SBkuOU