AWS re:Invent 2017 ML re:Cap - Amazon Web Servicesaws-de-media.s3-eu-west-1. 2017-12-12آ  Open source

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Christian Petters, Solutions Architect

December 2017

AWS re:Invent 2017 ML re:Cap

© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.

Frameworks &

Infrastructure

AWS Deep Learning AMI

GPU (P3 Instances)

MobileCPU IoT

(Greengrass)

Vision:

Rekognition Image

Rekognition Video

Speech:

Polly

Transcribe

Language:

Lex Translate

Comprehend

Apache

MXNet PyTorch

Cognitive

Toolkit Keras

Caffe2

& Caffe TensorFlow Gluon

AWS ML Stack

Application

Services

Platform

Services

Amazon Machine

Learning

Mechanical

Turk

Spark &

EMR

Amazon

SageMaker AWS

DeepLens

© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.

Frameworks &

Infrastructure

AWS Deep Learning AMI

GPU (P3 Instances)

MobileCPU IoT

(Greengrass)

Vision:

Rekognition Image

Rekognition Video

Speech:

Polly

Transcribe

Language:

Lex Translate

Comprehend

Apache

MXNet PyTorch

Cognitive

Toolkit Keras

Caffe2

& Caffe TensorFlow Gluon

AWS ML Stack

Application

Services

Platform

Services

Amazon Machine

Learning

Mechanical

Turk

Spark &

EMR

Amazon

SageMaker AWS

DeepLens

© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.

Amazon Rekognition Image Recognition and Analysis powered by

Deep Learning allows search, verification,

and organization millions of images

Potential Use Cases

Searchable Image Library Detect Inappropriate Content in Images

Face-based User Verification Sentiment Analysis

Facial Recognition Celebrity Identification

© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.

Rekognition Video Analysis Service

© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.

Continuous Feature Releases

Real-Time Face Recognition

Crowd-Mode Face Detection

Support for Recognition of Text

Improved Face Detection

Image Moderation

Celebrity Detection

© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.

Amazon Polly Turn text into lifelike speech using deep

learning technologies to synthesize

speech that sounds like a human voice

Potential Use Cases

Content Creation Education & E-learning

Mobile & Desktop Applications Customer Contact Center

Internet of Things (IoT) Accessibility

© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.

Language Services Several new services launched to

speed the development of language

processing and translation in

applications

© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.

Amazon Transcribe (Preview) Amazon Transcribe is an automatic speech recognition (ASR) service that makes it easy for

developers to add speech to text capability to their applications

Time StampsSupport for both

regular & telephony

audio

Punctuation

& formatting

§

S3 Integration Recognize

Multiple

Speakers

Custom

Vocabulary

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Amazon Comprehend: Natura l Language

Process ing

😃

Sentiment Entities Languages Key phrases Topic modeling

POWERED BY DEEP

LEARNING

© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.

A m a z o n . c o m , I n c . i s l o c a t e d i n

S e a t t l e , W A a n d w a s f o u n d e d J u l y

5 t h , 1 9 9 4 b y J e f f B e z o s . O u r

c u s t o m e r s l o v e b u y i n g e v e r y t h i n g

f r o m b o o k s t o b l e n d e r s a t g r e a t

p r i c e s

N a m e d E n t i t i e s

• A m a z o n . c o m : O r g a n i z a t i o n

• S e a t t l e , W A : L o c a t i o n

• J u l y 5 t h , 1 9 9 4 : D a t e

• J e f f B e z o s : P e r s o n

K e y p h r a s e s

• O u r c u s t o m e r s

• b o o k s

• b l e n d e r s

• g r e a t p r i c e s

S e n t i m e n t

• P o s i t i v e

L a n g u a g e

• E n g l i s h

A m a z o n C o m p r e h e n d : E x t r a c t I n s i g h t f r o m Te x t

© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.

Amazon Translate: Machine Translation

Neural Machine Translation between English and:

• Spanish

• Portuguese

• Chinese

• French

• German

• Arabic

… with more languages to follow

© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.

F u l l y m a n a g e d T o p i c

m o d e l i n g s e r v i c e

E x t r a c t u p t o 1 0 0 t o p i c s

f r o m a c o r p u s o f d o c u m e n t s

A u t o m a t i c a l l y o r g a n i z e s

d o c u m e n t s i n t o t h e t o p i c s

Amazon Comprehend: Topic Model ing

© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.

Example of translating between languages:

Context aware: knows not to

translate “Amazon” to

“Amazonas“ (Amazon Jungle)

Learns to re-order words &

phrases according to the

grammar of each language

"Amazon Web Services is a collection of cloud computing services"

“Amazon Web Services es una colección de servicios de computación en la nube”

Amazon Translate: Machine Translation

© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.

Amazon Lex Conversational interfaces for your

applications, powered by the same

Natural Language Understanding

(NLU) & Automatic Speech Recognition

(ASR) models as Alexa

Potential Use Cases

Appointment Booking Customer Support

Informational Services Access Enterprise Data

Chatbots Voice Assistant

© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.

Frameworks &

Infrastructure

AWS Deep Learning AMI

GPU (P3 Instances)

MobileCPU IoT

(Greengrass)

Vision:

Rekognition Image

Rekognition Video

Speech:

Polly

Transcribe

Language:

Lex Translate

Comprehend

Apache

MXNet PyTorch

Cognitive

Toolkit Keras

Caffe2

& Caffe TensorFlow Gluon

AWS ML Stack

Application

Services

Platform

Services

Amazon Machine

Learning

Mechanical

Turk

Spark &

EMR

Amazon

SageMaker AWS

DeepLens

© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.

Amazon SageMaker

A fully managed service that enables data scientists and developers to quickly and

easily build machine-learning based models into production smart applications.

1 2 3 4

I I I I

Notebooks Service Algorithms Training Service Hosting Service

© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.

Sagemaker: High Performance ML Algorithms

• Many of the current ML algorithms do not scale well

• Managing DL algorithms at scale is a different challenge

• Our goal: Provide common ML algorithms that outperform

current implementations by 10x (faster). Algorithms such as:

• Matrix Factorization, Regression, Principle

Component Analysis, K-Means Clustering, Gradient

Boosted Machines, and more

© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.

A new way to learn

Custom built for deep learning

Broad Framework Support

Deploy models from Amazon SageMaker

Integrated with AWS

Full programmable with AWS Lambda

AWS DeepLens ( G A) W o r l d ’ s f i r s t d e e p l e a r n i n g e n a b l e d v i d e o c a m e r a f o r d e v e l o p e r s

© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.

Vision:

Rekognition Image

Rekognition Video

Speech:

Polly

Transcribe

Language:

Lex Translate

Comprehend

AWS ML Stack

Application

Services

F