E U C 3 0 4 - R Implement AI-powered speech analytics for Amazon Connect
Randall Hunt Erin Hall Solutions Architect Solutions Architect Amazon Web Services Amazon Web Services
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Agenda
• Solution overview • Stack deployment • Overview of AI services • Testing Amazon Connect Easy-to-use, omnichannel cloud-based contact center service
Skills-based contact Call Real time and High-quality routing recording historical analytics voice capability Amazon Connect Differentiators
Dynamic, personal, and Open platform natural contact flows
100% Self-service The AWS configuration cloud-based ecosystem
Pay only for the value delivered to your customers Amazon Connect AWS Ecosystem
AWS LAMBDA AMAZON LEX AMAZON POLLY Connect with virtually Conversational interfaces for your Turn text into lifelike speech any back-end system applications powered by the same using deep learning in 29 deep learning technologies as Alexa languages and 59 voices
AMAZON TRANSLATE AMAZON KINESIS VIDEO STREAMS AMAZON TRANSCRIBE Natural and accurate Capture, process, and store video Automatically convert speech language translation streams for analytics and machine to text learning 7
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Credit code
https://console.aws.amazon.com/billing/home?#/credits Our mission at AWS
Put machine learning in the hands of every developer Why AWS for AI?
Broadest and deepest set Solving the toughest Unmatched support for Built on the most of AI and ML services for problems holding back the most popular comprehensive cloud your business ML—cost, ease of use, and frameworks platform optimized for data machine learning
200+ new features and 75% lower inference cost 85% of TensorFlow AWS holds the top spots on projects in the cloud services since January 70% cost reduction in data Stanford’s benchmark for fastest happen on AWS training time, lowest cost, lowest 2018 labeling inference latency No ML experience required Deepest set of security and encryption features, with robust analytics capabilities The Amazon ML stack: Broadest & deepest set of capabilities
Easily add intelligence to applications without machine learning skills A I SERVICES Vision | Documents | Speech | Language | Chatbots | Forecasting | Recommendations
Build, train, and deploy machine learning models fast
ML SERVICES Data labeling | Pre-built algorithms & notebooks | One-click training and deployment
Flexibility & choice, highest-performing infrastructure ML FRAMEWORKS & Support for ML frameworks | Compute options purpose-built for ML INFRASTRUCTURE The Amazon ML stack: Broadest & deepest set of capabilities
VISION SPEECH LANGUAGE CHATBOTS FORECASTING RECOMMENDATIONS
AI services
A m a z o n A m a z o n A m a z o n A m a z o n A m a z o n A m a z o n A m a z o n A m a z o n A m a z o n A m a z o n Rekognition R ekognition T e x t r a c t P olly 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 L ex F o r e c a s t Personalize i m a g e v i d e o
Amazon Algorithms + Reinforcement ML services Ground Truth Notebooks Training Optimization Deployment Hosting SageMaker marketplace learning
FRAMEWORKS INTERFACES INFRASTRUCTURE ML frameworks + EC2 P3 EC2 EC2 AWS IoT Elastic infrastructure FPGAs Inferentia & P3dn G4 C5 Greengrass Inference The Amazon ML stack: Broadest & deepest set of capabilities
VISION SPEECH LANGUAGE CHATBOTS FORECASTING RECOMMENDATIONS
AI services
A m a z o n A m a z o n A m a z o n A m a z o n A m a z o n A m a z o n A m a z o n A m a z o n A m a z o n A m a z o n Rekognition Rekognition T e x t r a c t 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 L e x F o r e c a s t Personalize i m a g e v i d e o
Pre-trained AI services that require Easily add intelligence to your Quality and accuracy from no ML skills or training existing apps and workflows continuously learning APIs Amazon Polly Turn text into lifelike speech
Use cases Key features
Content creation 52 voices across 25 languages
Mobile & desktop applications Lip-syncing & text highlighting
Internet of things (IoT) Fine-grained voice control
Education & e-learning Custom vocabularies
Telephony Available in 14 AWS regions
Game development Amazon Transcribe Automatic speech recognition
Punctuation and Word-level Word-level Custom Speaker Channel Streaming capitalization timestamps confidence scores vocabularies identification identification transcription
Language support
US English US Spanish British English Australian English Canadian French Brazilian Portuguese Italian Amazon Transcribe Use cases
Call Subtitles for Broadcast closed Transcribe meetings centers VOD captions Amazon Translate Neural machine translation
• Contextual • Full sentences • Fluent Amazon Translate Shifting from human to artificial intelligence
X300 85% as faster good Speed
Dozens to hundreds of words per second vs. ~4 per minute for human
Cost Amazon Translate costs 0.07% of human translation, on average
Quality
Amazon Translate is nearing human parity, X1500 based on human evaluations lower
Speed Cost Quality Amazon Translate Features
Key features
25 languages $15/1M characters Or $0.000075 per word; pay as 595 combinations you go, 2M characters monthly free tier Real-time < 500ms/sentence on average Tag handling < / > < 150ms/conversational/short XML tags placement maintains form styling and formatting through translation Data security Data ownership Ease of use Encryption Simple API calls and partner Access management solutions
HIPAA eligible Amazon Comprehend Discover insights and relationships in text
Entities
Key phrases
Language
Sentiment A m a z o n C o m p r e h e n d Syntax
Grouping Amazon Comprehend Natural language processing
Sentiment Entities Key phrases Languages Topic modeling Amazon Comprehend Text analysis Named entities Amazon.com: Organization Seattle, WA: Location July 5,1994: Date Jeff Bezos: Person
A m a z o n . c o m , Inc., is located Key phrases in Seattle, Washington, a n d Our customers was founded July 5, 1994, b y J e f f B e z o s . Our customers b o o k s love buying everything f r o m b l e n d e r s b o o k s t o b l e n d e r s a t g r e a t great prices 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 Amazon Kinesis video streams Stream video in real-time for playback, storage, and analytics
Amazon Rekognition Stream video from millions of devices Video
Amazon Easily build vision-enabled apps SageMaker
HLS-based Playback in live or on-demand mode playback Kinesis Video Durable, time-indexed storage Streams Custom video processing Secure and fully managed 3rd-party partners Amazon Kinesis video streams concept Thank you!
© 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.