SlideShare a Scribd company logo
1 of 32
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2017, Amazon Web Services, Inc. or its Affiliates, All rights reserved.
Building the Business of the Future:
Leveraging AI and Machine Learning
Olivier Klein
Head of Emerging Technologies, Asia-Pacific, Amazon Web Services
@captainklein
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Deep Learning will enable AI
Eventually everything connects
IoT / Mobile / Cameras / APIs
Large amounts of data will be
processed in real-time
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Computer Vision APIs
Detect Online
Payment Fraud
Computer Vision For
Crowd Sourced Maps
Computer Vision For
Autonomous Driving
ML At Large Scale
Luxury Real Estate
Purchase Predictions
Recommendation
Engine
Forecast Customer Traffic
Predictive Analytics
On Sports Plays
Image Recognition
Search
Zestimate
Insurance
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
43,252,003,274,489,856,000
43 QUINTILLION
UNIQUE COMBINATIONS
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
F2 U' R' L F2 R L' U'
Learning
function
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
F2 U' R' L F2 R L' U'
Learning
function
1%
accuracy
R U r U R U2 r U2%
accuracy
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Learning
function
20%
accuracy
40%
accuracy
60%
accuracy
80%
accuracy
95%
accuracy
2%
accuracy
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Learning
function
95%
accuracy
?
F2 R F R′ B′ D F D′ B D F
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
SOLVED IN 0.9 SECONDS
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Don’t code the patterns, let
the system learn through data
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Train a model
positive/negative
reinforcement
Infer from a model to
obtain a prediction
Data
Feedback
Model
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
TX1 with customized board
Drone
Realtime detection and tracking on TX1
~10 frame/sec with 640x480 resolution
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Retail
Demand Forecasting
Vendor Lead Time
Prediction
Pricing
Packaging
Substitute Prediction
Customers
Recommendation
Product Search
Product Ads
Shopping Advice
Customer Problem
Detection
Catalogue
Browse-Node
Classification
Meta-data Validation
Review Analysis
Product Matching
Text
In-Book Search
Named-entity
Extraction
Summarization/Xray
Plagiarism Detection
Seller
Fraud Detection
Predicitve Help
Seller Search &
Crawling
Images
Visual Search
Product Image
Enhancement
Brand Tracking
Machine Learning at Amazon.com
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Alexa, Hello!
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Personalized content
- Account access
- Track spending
- Check balances
- Pay bills
- Prevent fraud
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon Lex
Facebook Page
Messenger
Slack
Channel
Amazon
Connect
Phone
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Caffe implementation
of image classification
Trained on P2
instances but running
on edge (FC)
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Polly Rekognition Lex
Life-like Speech Image Analysis Conversational
Engine
DL Frameworks
MXNet, TensorFlow,
Theano, Caffe, Torch
Amazon AI
Intelligent Services Powered By Deep Learning
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Perform tasks which normally require
human intelligence and the ability for a
computer system to adapt to humans
and interact in a natural manner, rather
than humans adapting to a system
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2017, Amazon Web Services, Inc. or its Affiliates, All rights reserved.
Thank you!
Olivier Klein
Head of Emerging Technologies, Asia-Pacific, Amazon Web Services
@captainklein

More Related Content

What's hot

Value of Data Beyond Analytics by Darin Briskman
 Value of Data Beyond Analytics by Darin Briskman Value of Data Beyond Analytics by Darin Briskman
Value of Data Beyond Analytics by Darin BriskmanSameer Kenkare
 
Chaos Engineering: Why Breaking Things Should Be Practised.
Chaos Engineering: Why Breaking Things Should Be Practised.Chaos Engineering: Why Breaking Things Should Be Practised.
Chaos Engineering: Why Breaking Things Should Be Practised.Adrian Hornsby
 
Build Automated Video Social Posts for Player Records and Highlights (AIM343)...
Build Automated Video Social Posts for Player Records and Highlights (AIM343)...Build Automated Video Social Posts for Player Records and Highlights (AIM343)...
Build Automated Video Social Posts for Player Records and Highlights (AIM343)...Amazon Web Services
 
Using AI for real-life data enrichment - Tel Aviv Summit 2018
Using AI for real-life data enrichment - Tel Aviv Summit 2018Using AI for real-life data enrichment - Tel Aviv Summit 2018
Using AI for real-life data enrichment - Tel Aviv Summit 2018Amazon Web Services
 
Introduction to Amazon Go and Amazon Go Tour by Humphrey Chan
Introduction to Amazon Go  and Amazon Go Tour by Humphrey ChanIntroduction to Amazon Go  and Amazon Go Tour by Humphrey Chan
Introduction to Amazon Go and Amazon Go Tour by Humphrey ChanSameer Kenkare
 
[NEW LAUNCH!] Introducing AWS DeepRacer (AIM367) - AWS re:Invent 2018
[NEW LAUNCH!] Introducing AWS DeepRacer  (AIM367) - AWS re:Invent 2018[NEW LAUNCH!] Introducing AWS DeepRacer  (AIM367) - AWS re:Invent 2018
[NEW LAUNCH!] Introducing AWS DeepRacer (AIM367) - AWS re:Invent 2018Amazon Web Services
 
Using Mobile to Engage Your Audience
Using Mobile to Engage Your AudienceUsing Mobile to Engage Your Audience
Using Mobile to Engage Your AudienceAmazon Web Services
 
Working Backwards - Add Voice AI to Five Device Categories with Alexa (ALX329...
Working Backwards - Add Voice AI to Five Device Categories with Alexa (ALX329...Working Backwards - Add Voice AI to Five Device Categories with Alexa (ALX329...
Working Backwards - Add Voice AI to Five Device Categories with Alexa (ALX329...Amazon Web Services
 
Introduction to DevOps
Introduction to DevOpsIntroduction to DevOps
Introduction to DevOpsBoaz Ziniman
 
Introduction to AI
Introduction to AIIntroduction to AI
Introduction to AIBoaz Ziniman
 
Breaking Language Barriers with AI - Web Summit 2018
Breaking Language Barriers with AI - Web Summit 2018Breaking Language Barriers with AI - Web Summit 2018
Breaking Language Barriers with AI - Web Summit 2018Boaz Ziniman
 
SKL208 - Turbocharge your Business with AI and Machine Learning - Tel Aviv Su...
SKL208 - Turbocharge your Business with AI and Machine Learning - Tel Aviv Su...SKL208 - Turbocharge your Business with AI and Machine Learning - Tel Aviv Su...
SKL208 - Turbocharge your Business with AI and Machine Learning - Tel Aviv Su...Boaz Ziniman
 
Welcome Speech - Peter Moore 공공부문 총괄, AWS 아시아태평양 :: AWS Summit Seoul 2019
Welcome Speech - Peter Moore 공공부문 총괄, AWS 아시아태평양 :: AWS Summit Seoul 2019Welcome Speech - Peter Moore 공공부문 총괄, AWS 아시아태평양 :: AWS Summit Seoul 2019
Welcome Speech - Peter Moore 공공부문 총괄, AWS 아시아태평양 :: AWS Summit Seoul 2019Amazon Web Services Korea
 
AWS Initiate - Otimização de Custos com AWS
AWS Initiate - Otimização de Custos com AWSAWS Initiate - Otimização de Custos com AWS
AWS Initiate - Otimização de Custos com AWSAmazon Web Services LATAM
 
Alexa Skill Developer Tools: Build Better Skills Faster (ALX406) - AWS re:Inv...
Alexa Skill Developer Tools: Build Better Skills Faster (ALX406) - AWS re:Inv...Alexa Skill Developer Tools: Build Better Skills Faster (ALX406) - AWS re:Inv...
Alexa Skill Developer Tools: Build Better Skills Faster (ALX406) - AWS re:Inv...Amazon Web Services
 
AWS Summit Singapore 2019 | Hiring a Global Rock Star Team: Tips and Tricks
AWS Summit Singapore 2019 | Hiring a Global Rock Star Team: Tips and TricksAWS Summit Singapore 2019 | Hiring a Global Rock Star Team: Tips and Tricks
AWS Summit Singapore 2019 | Hiring a Global Rock Star Team: Tips and TricksAWS Summits
 
Machine Learning Key Lessons Learned for Developers
Machine Learning Key Lessons Learned for DevelopersMachine Learning Key Lessons Learned for Developers
Machine Learning Key Lessons Learned for DevelopersAmazon Web Services
 

What's hot (20)

Value of Data Beyond Analytics by Darin Briskman
 Value of Data Beyond Analytics by Darin Briskman Value of Data Beyond Analytics by Darin Briskman
Value of Data Beyond Analytics by Darin Briskman
 
Chaos Engineering: Why Breaking Things Should Be Practised.
Chaos Engineering: Why Breaking Things Should Be Practised.Chaos Engineering: Why Breaking Things Should Be Practised.
Chaos Engineering: Why Breaking Things Should Be Practised.
 
Build Automated Video Social Posts for Player Records and Highlights (AIM343)...
Build Automated Video Social Posts for Player Records and Highlights (AIM343)...Build Automated Video Social Posts for Player Records and Highlights (AIM343)...
Build Automated Video Social Posts for Player Records and Highlights (AIM343)...
 
Using AI for real-life data enrichment - Tel Aviv Summit 2018
Using AI for real-life data enrichment - Tel Aviv Summit 2018Using AI for real-life data enrichment - Tel Aviv Summit 2018
Using AI for real-life data enrichment - Tel Aviv Summit 2018
 
Introduction to Amazon Go and Amazon Go Tour by Humphrey Chan
Introduction to Amazon Go  and Amazon Go Tour by Humphrey ChanIntroduction to Amazon Go  and Amazon Go Tour by Humphrey Chan
Introduction to Amazon Go and Amazon Go Tour by Humphrey Chan
 
[NEW LAUNCH!] Introducing AWS DeepRacer (AIM367) - AWS re:Invent 2018
[NEW LAUNCH!] Introducing AWS DeepRacer  (AIM367) - AWS re:Invent 2018[NEW LAUNCH!] Introducing AWS DeepRacer  (AIM367) - AWS re:Invent 2018
[NEW LAUNCH!] Introducing AWS DeepRacer (AIM367) - AWS re:Invent 2018
 
Using Mobile to Engage Your Audience
Using Mobile to Engage Your AudienceUsing Mobile to Engage Your Audience
Using Mobile to Engage Your Audience
 
Amazon SageMaker
Amazon SageMakerAmazon SageMaker
Amazon SageMaker
 
Working Backwards - Add Voice AI to Five Device Categories with Alexa (ALX329...
Working Backwards - Add Voice AI to Five Device Categories with Alexa (ALX329...Working Backwards - Add Voice AI to Five Device Categories with Alexa (ALX329...
Working Backwards - Add Voice AI to Five Device Categories with Alexa (ALX329...
 
Introduction to DevOps
Introduction to DevOpsIntroduction to DevOps
Introduction to DevOps
 
Introduction to AI
Introduction to AIIntroduction to AI
Introduction to AI
 
Breaking Language Barriers with AI - Web Summit 2018
Breaking Language Barriers with AI - Web Summit 2018Breaking Language Barriers with AI - Web Summit 2018
Breaking Language Barriers with AI - Web Summit 2018
 
SKL208 - Turbocharge your Business with AI and Machine Learning - Tel Aviv Su...
SKL208 - Turbocharge your Business with AI and Machine Learning - Tel Aviv Su...SKL208 - Turbocharge your Business with AI and Machine Learning - Tel Aviv Su...
SKL208 - Turbocharge your Business with AI and Machine Learning - Tel Aviv Su...
 
Welcome Speech - Peter Moore 공공부문 총괄, AWS 아시아태평양 :: AWS Summit Seoul 2019
Welcome Speech - Peter Moore 공공부문 총괄, AWS 아시아태평양 :: AWS Summit Seoul 2019Welcome Speech - Peter Moore 공공부문 총괄, AWS 아시아태평양 :: AWS Summit Seoul 2019
Welcome Speech - Peter Moore 공공부문 총괄, AWS 아시아태평양 :: AWS Summit Seoul 2019
 
Keynote
KeynoteKeynote
Keynote
 
AWS Initiate - Otimização de Custos com AWS
AWS Initiate - Otimização de Custos com AWSAWS Initiate - Otimização de Custos com AWS
AWS Initiate - Otimização de Custos com AWS
 
Alexa Skill Developer Tools: Build Better Skills Faster (ALX406) - AWS re:Inv...
Alexa Skill Developer Tools: Build Better Skills Faster (ALX406) - AWS re:Inv...Alexa Skill Developer Tools: Build Better Skills Faster (ALX406) - AWS re:Inv...
Alexa Skill Developer Tools: Build Better Skills Faster (ALX406) - AWS re:Inv...
 
Machine Learning in Practice
Machine Learning in PracticeMachine Learning in Practice
Machine Learning in Practice
 
AWS Summit Singapore 2019 | Hiring a Global Rock Star Team: Tips and Tricks
AWS Summit Singapore 2019 | Hiring a Global Rock Star Team: Tips and TricksAWS Summit Singapore 2019 | Hiring a Global Rock Star Team: Tips and Tricks
AWS Summit Singapore 2019 | Hiring a Global Rock Star Team: Tips and Tricks
 
Machine Learning Key Lessons Learned for Developers
Machine Learning Key Lessons Learned for DevelopersMachine Learning Key Lessons Learned for Developers
Machine Learning Key Lessons Learned for Developers
 

Similar to Building the Business of the Future: Leveraging A.I. and Machine Learning - AWS Public Sector Summit Singapore 2017

Artificial Intelligence & Machine Learning on AWS
Artificial Intelligence & Machine Learning on AWS Artificial Intelligence & Machine Learning on AWS
Artificial Intelligence & Machine Learning on AWS Amazon Web Services
 
Building the Organisation of the Future: Leveraging Artificial Intelligence a...
Building the Organisation of the Future: Leveraging Artificial Intelligence a...Building the Organisation of the Future: Leveraging Artificial Intelligence a...
Building the Organisation of the Future: Leveraging Artificial Intelligence a...Amazon Web Services
 
Moving Forward with AI - as presented at the Prosessipäivät 2018
Moving Forward with AI - as presented at the Prosessipäivät 2018Moving Forward with AI - as presented at the Prosessipäivät 2018
Moving Forward with AI - as presented at the Prosessipäivät 2018Adrian Hornsby
 
GPSTEC201_Building an Artificial Intelligence Practice for Consulting Partners
GPSTEC201_Building an Artificial Intelligence Practice for Consulting PartnersGPSTEC201_Building an Artificial Intelligence Practice for Consulting Partners
GPSTEC201_Building an Artificial Intelligence Practice for Consulting PartnersAmazon Web Services
 
Enhancing Your Startup With Amazon AI
Enhancing Your Startup With Amazon AIEnhancing Your Startup With Amazon AI
Enhancing Your Startup With Amazon AIAmazon Web Services
 
Innovations and The Cloud
Innovations and The CloudInnovations and The Cloud
Innovations and The CloudAdrian Hornsby
 
在遊戲上應用AI (包括現場展示)
在遊戲上應用AI (包括現場展示)在遊戲上應用AI (包括現場展示)
在遊戲上應用AI (包括現場展示)Amazon Web Services
 
An Introduction to AI Services on AWS - Web Summit Lisbon
An Introduction to AI Services on AWS -  Web Summit LisbonAn Introduction to AI Services on AWS -  Web Summit Lisbon
An Introduction to AI Services on AWS - Web Summit LisbonBoaz Ziniman
 
AI Services on AWS - CTO Club JLM
AI Services on AWS - CTO Club JLMAI Services on AWS - CTO Club JLM
AI Services on AWS - CTO Club JLMBoaz Ziniman
 
Ai Services on AWS - AWS IL Meetup
Ai Services on AWS - AWS IL MeetupAi Services on AWS - AWS IL Meetup
Ai Services on AWS - AWS IL MeetupBoaz Ziniman
 
AI / ML Services - re:Invent Comes to London 2.0
AI / ML Services - re:Invent Comes to London 2.0AI / ML Services - re:Invent Comes to London 2.0
AI / ML Services - re:Invent Comes to London 2.0Amazon Web Services
 
How to Confidently Unleash Data to Meet the Needs of Your Entire Organization...
How to Confidently Unleash Data to Meet the Needs of Your Entire Organization...How to Confidently Unleash Data to Meet the Needs of Your Entire Organization...
How to Confidently Unleash Data to Meet the Needs of Your Entire Organization...Amazon Web Services
 
ATC302_How to Leverage AWS Machine Learning Services to Analyze and Optimize ...
ATC302_How to Leverage AWS Machine Learning Services to Analyze and Optimize ...ATC302_How to Leverage AWS Machine Learning Services to Analyze and Optimize ...
ATC302_How to Leverage AWS Machine Learning Services to Analyze and Optimize ...Amazon Web Services
 
MCL205_Introduction to Deep Learning
MCL205_Introduction to Deep LearningMCL205_Introduction to Deep Learning
MCL205_Introduction to Deep LearningAmazon Web Services
 
Devoxx: Building AI-powered applications on AWS
Devoxx: Building AI-powered applications on AWSDevoxx: Building AI-powered applications on AWS
Devoxx: Building AI-powered applications on AWSAdrian Hornsby
 

Similar to Building the Business of the Future: Leveraging A.I. and Machine Learning - AWS Public Sector Summit Singapore 2017 (20)

Artificial Intelligence & Machine Learning on AWS
Artificial Intelligence & Machine Learning on AWS Artificial Intelligence & Machine Learning on AWS
Artificial Intelligence & Machine Learning on AWS
 
Building the Organisation of the Future: Leveraging Artificial Intelligence a...
Building the Organisation of the Future: Leveraging Artificial Intelligence a...Building the Organisation of the Future: Leveraging Artificial Intelligence a...
Building the Organisation of the Future: Leveraging Artificial Intelligence a...
 
Moving Forward with AI - as presented at the Prosessipäivät 2018
Moving Forward with AI - as presented at the Prosessipäivät 2018Moving Forward with AI - as presented at the Prosessipäivät 2018
Moving Forward with AI - as presented at the Prosessipäivät 2018
 
Moving Forward with AI
Moving Forward with AIMoving Forward with AI
Moving Forward with AI
 
GPSTEC201_Building an Artificial Intelligence Practice for Consulting Partners
GPSTEC201_Building an Artificial Intelligence Practice for Consulting PartnersGPSTEC201_Building an Artificial Intelligence Practice for Consulting Partners
GPSTEC201_Building an Artificial Intelligence Practice for Consulting Partners
 
Enhancing Your Startup With Amazon AI
Enhancing Your Startup With Amazon AIEnhancing Your Startup With Amazon AI
Enhancing Your Startup With Amazon AI
 
Innovations and The Cloud
Innovations and The CloudInnovations and The Cloud
Innovations and The Cloud
 
在遊戲上應用AI (包括現場展示)
在遊戲上應用AI (包括現場展示)在遊戲上應用AI (包括現場展示)
在遊戲上應用AI (包括現場展示)
 
Keynote
KeynoteKeynote
Keynote
 
Intro to Amazon AI Services
Intro to Amazon AI ServicesIntro to Amazon AI Services
Intro to Amazon AI Services
 
An Introduction to AI Services on AWS - Web Summit Lisbon
An Introduction to AI Services on AWS -  Web Summit LisbonAn Introduction to AI Services on AWS -  Web Summit Lisbon
An Introduction to AI Services on AWS - Web Summit Lisbon
 
AI Services on AWS - CTO Club JLM
AI Services on AWS - CTO Club JLMAI Services on AWS - CTO Club JLM
AI Services on AWS - CTO Club JLM
 
AI & Deep Learning At Amazon
AI & Deep Learning At AmazonAI & Deep Learning At Amazon
AI & Deep Learning At Amazon
 
Ai Services on AWS - AWS IL Meetup
Ai Services on AWS - AWS IL MeetupAi Services on AWS - AWS IL Meetup
Ai Services on AWS - AWS IL Meetup
 
AI / ML Services - re:Invent Comes to London 2.0
AI / ML Services - re:Invent Comes to London 2.0AI / ML Services - re:Invent Comes to London 2.0
AI / ML Services - re:Invent Comes to London 2.0
 
How to Confidently Unleash Data to Meet the Needs of Your Entire Organization...
How to Confidently Unleash Data to Meet the Needs of Your Entire Organization...How to Confidently Unleash Data to Meet the Needs of Your Entire Organization...
How to Confidently Unleash Data to Meet the Needs of Your Entire Organization...
 
ATC302_How to Leverage AWS Machine Learning Services to Analyze and Optimize ...
ATC302_How to Leverage AWS Machine Learning Services to Analyze and Optimize ...ATC302_How to Leverage AWS Machine Learning Services to Analyze and Optimize ...
ATC302_How to Leverage AWS Machine Learning Services to Analyze and Optimize ...
 
MCL205_Introduction to Deep Learning
MCL205_Introduction to Deep LearningMCL205_Introduction to Deep Learning
MCL205_Introduction to Deep Learning
 
AI: State of the Union
AI: State of the UnionAI: State of the Union
AI: State of the Union
 
Devoxx: Building AI-powered applications on AWS
Devoxx: Building AI-powered applications on AWSDevoxx: Building AI-powered applications on AWS
Devoxx: Building AI-powered applications on AWS
 

More from Amazon Web Services

Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...Amazon Web Services
 
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...Amazon Web Services
 
Esegui pod serverless con Amazon EKS e AWS Fargate
Esegui pod serverless con Amazon EKS e AWS FargateEsegui pod serverless con Amazon EKS e AWS Fargate
Esegui pod serverless con Amazon EKS e AWS FargateAmazon Web Services
 
Costruire Applicazioni Moderne con AWS
Costruire Applicazioni Moderne con AWSCostruire Applicazioni Moderne con AWS
Costruire Applicazioni Moderne con AWSAmazon Web Services
 
Come spendere fino al 90% in meno con i container e le istanze spot
Come spendere fino al 90% in meno con i container e le istanze spot Come spendere fino al 90% in meno con i container e le istanze spot
Come spendere fino al 90% in meno con i container e le istanze spot Amazon Web Services
 
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...Amazon Web Services
 
OpsWorks Configuration Management: automatizza la gestione e i deployment del...
OpsWorks Configuration Management: automatizza la gestione e i deployment del...OpsWorks Configuration Management: automatizza la gestione e i deployment del...
OpsWorks Configuration Management: automatizza la gestione e i deployment del...Amazon Web Services
 
Microsoft Active Directory su AWS per supportare i tuoi Windows Workloads
Microsoft Active Directory su AWS per supportare i tuoi Windows WorkloadsMicrosoft Active Directory su AWS per supportare i tuoi Windows Workloads
Microsoft Active Directory su AWS per supportare i tuoi Windows WorkloadsAmazon Web Services
 
Database Oracle e VMware Cloud on AWS i miti da sfatare
Database Oracle e VMware Cloud on AWS i miti da sfatareDatabase Oracle e VMware Cloud on AWS i miti da sfatare
Database Oracle e VMware Cloud on AWS i miti da sfatareAmazon Web Services
 
Crea la tua prima serverless ledger-based app con QLDB e NodeJS
Crea la tua prima serverless ledger-based app con QLDB e NodeJSCrea la tua prima serverless ledger-based app con QLDB e NodeJS
Crea la tua prima serverless ledger-based app con QLDB e NodeJSAmazon Web Services
 
API moderne real-time per applicazioni mobili e web
API moderne real-time per applicazioni mobili e webAPI moderne real-time per applicazioni mobili e web
API moderne real-time per applicazioni mobili e webAmazon Web Services
 
Database Oracle e VMware Cloud™ on AWS: i miti da sfatare
Database Oracle e VMware Cloud™ on AWS: i miti da sfatareDatabase Oracle e VMware Cloud™ on AWS: i miti da sfatare
Database Oracle e VMware Cloud™ on AWS: i miti da sfatareAmazon Web Services
 
Tools for building your MVP on AWS
Tools for building your MVP on AWSTools for building your MVP on AWS
Tools for building your MVP on AWSAmazon Web Services
 
How to Build a Winning Pitch Deck
How to Build a Winning Pitch DeckHow to Build a Winning Pitch Deck
How to Build a Winning Pitch DeckAmazon Web Services
 
Building a web application without servers
Building a web application without serversBuilding a web application without servers
Building a web application without serversAmazon Web Services
 
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...Amazon Web Services
 
Introduzione a Amazon Elastic Container Service
Introduzione a Amazon Elastic Container ServiceIntroduzione a Amazon Elastic Container Service
Introduzione a Amazon Elastic Container ServiceAmazon Web Services
 

More from Amazon Web Services (20)

Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
 
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
 
Esegui pod serverless con Amazon EKS e AWS Fargate
Esegui pod serverless con Amazon EKS e AWS FargateEsegui pod serverless con Amazon EKS e AWS Fargate
Esegui pod serverless con Amazon EKS e AWS Fargate
 
Costruire Applicazioni Moderne con AWS
Costruire Applicazioni Moderne con AWSCostruire Applicazioni Moderne con AWS
Costruire Applicazioni Moderne con AWS
 
Come spendere fino al 90% in meno con i container e le istanze spot
Come spendere fino al 90% in meno con i container e le istanze spot Come spendere fino al 90% in meno con i container e le istanze spot
Come spendere fino al 90% in meno con i container e le istanze spot
 
Open banking as a service
Open banking as a serviceOpen banking as a service
Open banking as a service
 
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
 
OpsWorks Configuration Management: automatizza la gestione e i deployment del...
OpsWorks Configuration Management: automatizza la gestione e i deployment del...OpsWorks Configuration Management: automatizza la gestione e i deployment del...
OpsWorks Configuration Management: automatizza la gestione e i deployment del...
 
Microsoft Active Directory su AWS per supportare i tuoi Windows Workloads
Microsoft Active Directory su AWS per supportare i tuoi Windows WorkloadsMicrosoft Active Directory su AWS per supportare i tuoi Windows Workloads
Microsoft Active Directory su AWS per supportare i tuoi Windows Workloads
 
Computer Vision con AWS
Computer Vision con AWSComputer Vision con AWS
Computer Vision con AWS
 
Database Oracle e VMware Cloud on AWS i miti da sfatare
Database Oracle e VMware Cloud on AWS i miti da sfatareDatabase Oracle e VMware Cloud on AWS i miti da sfatare
Database Oracle e VMware Cloud on AWS i miti da sfatare
 
Crea la tua prima serverless ledger-based app con QLDB e NodeJS
Crea la tua prima serverless ledger-based app con QLDB e NodeJSCrea la tua prima serverless ledger-based app con QLDB e NodeJS
Crea la tua prima serverless ledger-based app con QLDB e NodeJS
 
API moderne real-time per applicazioni mobili e web
API moderne real-time per applicazioni mobili e webAPI moderne real-time per applicazioni mobili e web
API moderne real-time per applicazioni mobili e web
 
Database Oracle e VMware Cloud™ on AWS: i miti da sfatare
Database Oracle e VMware Cloud™ on AWS: i miti da sfatareDatabase Oracle e VMware Cloud™ on AWS: i miti da sfatare
Database Oracle e VMware Cloud™ on AWS: i miti da sfatare
 
Tools for building your MVP on AWS
Tools for building your MVP on AWSTools for building your MVP on AWS
Tools for building your MVP on AWS
 
How to Build a Winning Pitch Deck
How to Build a Winning Pitch DeckHow to Build a Winning Pitch Deck
How to Build a Winning Pitch Deck
 
Building a web application without servers
Building a web application without serversBuilding a web application without servers
Building a web application without servers
 
Fundraising Essentials
Fundraising EssentialsFundraising Essentials
Fundraising Essentials
 
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
 
Introduzione a Amazon Elastic Container Service
Introduzione a Amazon Elastic Container ServiceIntroduzione a Amazon Elastic Container Service
Introduzione a Amazon Elastic Container Service
 

Building the Business of the Future: Leveraging A.I. and Machine Learning - AWS Public Sector Summit Singapore 2017

  • 1. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2017, Amazon Web Services, Inc. or its Affiliates, All rights reserved. Building the Business of the Future: Leveraging AI and Machine Learning Olivier Klein Head of Emerging Technologies, Asia-Pacific, Amazon Web Services @captainklein
  • 2. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Deep Learning will enable AI Eventually everything connects IoT / Mobile / Cameras / APIs Large amounts of data will be processed in real-time
  • 3. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Computer Vision APIs Detect Online Payment Fraud Computer Vision For Crowd Sourced Maps Computer Vision For Autonomous Driving ML At Large Scale Luxury Real Estate Purchase Predictions Recommendation Engine Forecast Customer Traffic Predictive Analytics On Sports Plays Image Recognition Search Zestimate Insurance
  • 4. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 5. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 43,252,003,274,489,856,000 43 QUINTILLION UNIQUE COMBINATIONS
  • 6. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. F2 U' R' L F2 R L' U' Learning function
  • 7. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. F2 U' R' L F2 R L' U' Learning function 1% accuracy R U r U R U2 r U2% accuracy
  • 8. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Learning function 20% accuracy 40% accuracy 60% accuracy 80% accuracy 95% accuracy 2% accuracy
  • 9. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Learning function 95% accuracy ? F2 R F R′ B′ D F D′ B D F
  • 10. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 11. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. SOLVED IN 0.9 SECONDS
  • 12. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Don’t code the patterns, let the system learn through data
  • 13. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Train a model positive/negative reinforcement Infer from a model to obtain a prediction Data Feedback Model
  • 14. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. TX1 with customized board Drone Realtime detection and tracking on TX1 ~10 frame/sec with 640x480 resolution
  • 15. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Retail Demand Forecasting Vendor Lead Time Prediction Pricing Packaging Substitute Prediction Customers Recommendation Product Search Product Ads Shopping Advice Customer Problem Detection Catalogue Browse-Node Classification Meta-data Validation Review Analysis Product Matching Text In-Book Search Named-entity Extraction Summarization/Xray Plagiarism Detection Seller Fraud Detection Predicitve Help Seller Search & Crawling Images Visual Search Product Image Enhancement Brand Tracking Machine Learning at Amazon.com
  • 16. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Alexa, Hello!
  • 17. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Personalized content - Account access - Track spending - Check balances - Pay bills - Prevent fraud
  • 18. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Lex Facebook Page Messenger Slack Channel Amazon Connect Phone
  • 19. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 20. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 21. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 22. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 23. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 24. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 25. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 26. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 27. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Caffe implementation of image classification Trained on P2 instances but running on edge (FC)
  • 28. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 29. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
  • 30. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Polly Rekognition Lex Life-like Speech Image Analysis Conversational Engine DL Frameworks MXNet, TensorFlow, Theano, Caffe, Torch Amazon AI Intelligent Services Powered By Deep Learning
  • 31. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Perform tasks which normally require human intelligence and the ability for a computer system to adapt to humans and interact in a natural manner, rather than humans adapting to a system
  • 32. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2017, Amazon Web Services, Inc. or its Affiliates, All rights reserved. Thank you! Olivier Klein Head of Emerging Technologies, Asia-Pacific, Amazon Web Services @captainklein