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Introduction to
Amazon Polly
and
Amazon Lex
What to Expect from the Session
• Introduction to Amazon Polly
• Features and Functionality
• Pricing
• Use Cases
Why we built Polly
• Apps using voice to communicate with end-users are
becoming more common
• Naturalness of generated speech is a key element of
user experience
• Integration of speech varies across use cases
What is Polly
• A service that converts text into lifelike speech
• Low latency responses enable developers to build
real-time systems
• Developers can store, replay and distribute generated
speech
• Offers 47 lifelike voices and 24 languages
Polly – Wide Selection of Voices and Languages
Americas:
• Brazilian Portuguese
• Canadian French
• English (US)
• Spanish (US)
A-PAC:
• Australian English
• Indian English
• Japanese
EMEA:
• Danish
• Dutch
• British English
• French
• German
• Icelandic
• Italian
• Norwegian
• Polish
• Portuguese
• Romanian
• Russian
• Spanish
• Swedish
• Turkish
• Welsh
• Welsh English
Polly – Quality
Natural sounding speech
A subjective measure of how close TTS output is to human speech.
Accurate text processing
Ability of the system to interpret common text formats such as abbreviations, numerical
sequences, homographs etc.
Today in Las Vegas, NV it's 90°F.
"We live for the music", live from the Madison Square Garden.
Highly intelligibile
A measure of how comprehensible speech is.
”Peter Piper picked a peck of pickled peppers.”
Features and Functionality
Polly features: Simple-to-use API
Simple-to-use API
Amazon Polly provides an API that enables you to quickly integrate speech
synthesis into your application. You simply send the text you want converted
into speech to the Polly API, and Polly immediately returns the audio stream to
your application so your application can begin streaming it directly or store it in
a standard audio file format, such as MP3.
Sampling Rate
"Hi. My name is Kuklinski."
Sample Code
from boto3 import client
polly = client("polly", region_name="us-east-1")
response = polly.synthesize_speech(
Text="Hi. My name is Kuklinski.",
OutputFormat="mp3",
VoiceId="Joanna")
Polly features: SSML
Speech Synthesis Markup Language
is a W3C recommendation, an XML-based markup language for speech
synthesis applications
<speak>
My name is Kuklinski. It is spelled
<prosody rate='x-slow'>
<say-as interpret-as="characters">Kuklinski</say-as>
</prosody>
</speak>
Polly features: Lexicons
Enables developers to customize the pronunciation of
words or phrases
My daughter’s name is Kaja.
<lexeme>
<grapheme>Kaja</grapheme>
<grapheme>kaja</grapheme>
<grapheme>KAJA</grapheme>
<phoneme>"kaI.@</phoneme>
</lexeme>
Get started
Pricing
Polly is cost-effective
• Pay-as-you-go
• $4 for 1M characters
• Free Tier of 5M characters/month - first year
• You can store and reuse generated speech
Use Cases
Use cases for text-to-speech
• Multi-language communication
• Training or HR professionals who have to create content in
many languages
• Video preproduction
• Video makers who need to iterate and fine-tune before the
text-to-speech is eventually replaced by a professional
voiceover
• K–12 education
• Students who make videos and don’t have access to
professional voices or time for or knowledge of voiceover
Duolingo voices its language learning service Using Polly
Duolingo is a free language learning service where
users help translate the web and rate translations.
With Amazon Polly our users
benefit from the most lifelike
Text-to-Speech voices
available on the market.
Severin Hacker
CTO, Duolingo
”
“ • Spoken language crucial for
language learning
• Accurate pronunciation matters
• Faster iteration thanks to TTS
• As good as natural human speech
GoAnimate is a cloud-based, animated video creation
plarform.
Amazon Polly gives
GoAnimate users the ability
to immediately give voice to
the characters they animate
using our platform.
Alvin Hung
CEO, GoAnimate
”
“ • Multi-language communication
• Training or HR professionals who
have to create content in many
languages
• Video preproduction
• Video makers who need to iterate
and fine-tune before the text-to-
speech is eventually replaced by a
professional voiceover
• K–12 education
• Students who make videos and
don’t have access to professional
voices or time for or knowledge of
voiceover
With Polly, GoAnimate gives voice to the characters in their animations
Amazon Lex: New service for building
conversational interfaces using voice and
text
What to Expect from the Session
• Introduction to Amazon Lex
• Features and Functionalities
• Case Studies
• Building a Slack chat bot using Amazon Lex + AWS
Lambda
Advent of Conversational Interactions
1st Gen:
Punch Cards & Memory Registers
2nd Gen:
Pointers & Sliders
3nd Gen:
Conversational Interfaces
Conversational Access
On-Demand
Accessible
Efficient
Natural
Developer Challenges
Speech
Recognition Language
Understanding
Business Logic
Disparate
Systems
Authentication
Messaging
platforms
Scale Testing
Security
Availability
Mobile
Conversational interfaces need to combine a large number of
sophisticated algorithms and technologies
Amazon Lex - Features
Text and Speech language understanding: Powered by the same technology as
Alexa
Enterprise SaaS Connectors: Connect to enterprise systems
Deployment to chat services
Efficient and intuitive tools to build conversations; scales automatically
Versioning and alias support
Text and Speech Language Understanding
Speech
Recognition
Natural Language
Understanding
Powered by the same Deep Learning technology as Alexa
Easy to Build
Efficient and intuitive tools to build conversations
Deployment to Chat Services
Amazon Lex
Facebook
Messenger
Card Description
Button 1
Button 2
Button 3
Card
Description
Option 1
Option 2
Authentication
Rich FormattingOne-Click Deployment
Mobile
Versioning and Alias Support
AliasVersioning
v1 v2 v3 latest
• Supported for Intents, Slots and Bots
• Enables multi-developer environment
• Rollback to previous versions
v1 Dev
v2 Stage
v3 Prod
• Deploy different aliases to different platforms
• Run different stacks for dev, stage and prod environments
• Target different user groups with different aliases
AWS Mobile Hub Integration
Authenticate users
Analyze user behavior
Store and share media
Synchronize data
More ….
Track retention
Conversational Bots
LexAWS Mobile SDKs
AWS Mobile Hub
Amazon Lex – Use Cases
Informational Bots
Chatbots for everyday consumer requests
Application Bots
Build powerful interfaces to mobile applications
• News updates
• Weather information
• Game scores ….
• Book tickets
• Order food
• Manage bank accounts ….
Enterprise Productivity Bots
Streamline enterprise work activities and improve efficiencies
• Check sales numbers
• Marketing performance
• Inventory status ….
Internet of Things (IoT) Bots
Enable conversational interfaces for device interactions
• Wearables
• Appliances
• Auto ….
Lex Bot Structure
Utterances
Spoken or typed phrases that invoke
your intent
BookHotel
Intents
An Intent performs an action in
response to natural language user
input
Slots
Slots are input data required to fulfill
the intent
Fulfillment
Fulfillment mechanism for your intent
Save, Build and Publish
Save Build
Saving your bot
preserves the current
state on the server
Building your bot
creates versions
that you can test.
Publish
Publishing your bot will create a
version of your bot and provide
an alias to your clients
Test
Test your bot in a
chat window on the
Console
Monitoring
Track your bot
Request Latency
Missed Utterance Count
Customer Testimonials: Capital One
“A highly scalable solution, it also offers potential to speed time to market for a new generation of voice
and text interactions such as our recently launched Capital One skill for Alexa.”
“As a heavy user of AWS, Amazon Lex’s seamless integration with
other AWS services like AWS Lambda and AWS DynamoDB is really
appealing.”
Customer Testimonials: HubSpot
“Through Amazon's Lex, we're adding sophisticated natural language processing capabilities that helps
GrowthBot provide a more intuitive UI for our users. Amazon Lex lets us take advantage of advanced A.I.
and machine learning without having to code the algorithms ourselves.”
“HubSpot's GrowthBot is an all-in-one chatbot which helps marketers and sales
people be more productive by providing access to relevant data and services using a
conversational interface. With GrowthBot, marketers can get help creating content,
researching competitors, and monitoring their analytics.”
Demo
A “Holiday” chat bot
(HTML – Cognito – Lex – Lambda)
https://aws.amazon.com/events/chatbot-challenge/

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Building Speech Enabled Products with Amazon Polly & Amazon Lex

  • 2. What to Expect from the Session • Introduction to Amazon Polly • Features and Functionality • Pricing • Use Cases
  • 3. Why we built Polly • Apps using voice to communicate with end-users are becoming more common • Naturalness of generated speech is a key element of user experience • Integration of speech varies across use cases
  • 4. What is Polly • A service that converts text into lifelike speech • Low latency responses enable developers to build real-time systems • Developers can store, replay and distribute generated speech • Offers 47 lifelike voices and 24 languages
  • 5. Polly – Wide Selection of Voices and Languages Americas: • Brazilian Portuguese • Canadian French • English (US) • Spanish (US) A-PAC: • Australian English • Indian English • Japanese EMEA: • Danish • Dutch • British English • French • German • Icelandic • Italian • Norwegian • Polish • Portuguese • Romanian • Russian • Spanish • Swedish • Turkish • Welsh • Welsh English
  • 6. Polly – Quality Natural sounding speech A subjective measure of how close TTS output is to human speech. Accurate text processing Ability of the system to interpret common text formats such as abbreviations, numerical sequences, homographs etc. Today in Las Vegas, NV it's 90°F. "We live for the music", live from the Madison Square Garden. Highly intelligibile A measure of how comprehensible speech is. ”Peter Piper picked a peck of pickled peppers.”
  • 8. Polly features: Simple-to-use API Simple-to-use API Amazon Polly provides an API that enables you to quickly integrate speech synthesis into your application. You simply send the text you want converted into speech to the Polly API, and Polly immediately returns the audio stream to your application so your application can begin streaming it directly or store it in a standard audio file format, such as MP3. Sampling Rate "Hi. My name is Kuklinski." Sample Code from boto3 import client polly = client("polly", region_name="us-east-1") response = polly.synthesize_speech( Text="Hi. My name is Kuklinski.", OutputFormat="mp3", VoiceId="Joanna")
  • 9. Polly features: SSML Speech Synthesis Markup Language is a W3C recommendation, an XML-based markup language for speech synthesis applications <speak> My name is Kuklinski. It is spelled <prosody rate='x-slow'> <say-as interpret-as="characters">Kuklinski</say-as> </prosody> </speak>
  • 10. Polly features: Lexicons Enables developers to customize the pronunciation of words or phrases My daughter’s name is Kaja. <lexeme> <grapheme>Kaja</grapheme> <grapheme>kaja</grapheme> <grapheme>KAJA</grapheme> <phoneme>"kaI.@</phoneme> </lexeme>
  • 13. Polly is cost-effective • Pay-as-you-go • $4 for 1M characters • Free Tier of 5M characters/month - first year • You can store and reuse generated speech
  • 15. Use cases for text-to-speech • Multi-language communication • Training or HR professionals who have to create content in many languages • Video preproduction • Video makers who need to iterate and fine-tune before the text-to-speech is eventually replaced by a professional voiceover • K–12 education • Students who make videos and don’t have access to professional voices or time for or knowledge of voiceover
  • 16. Duolingo voices its language learning service Using Polly Duolingo is a free language learning service where users help translate the web and rate translations. With Amazon Polly our users benefit from the most lifelike Text-to-Speech voices available on the market. Severin Hacker CTO, Duolingo ” “ • Spoken language crucial for language learning • Accurate pronunciation matters • Faster iteration thanks to TTS • As good as natural human speech
  • 17. GoAnimate is a cloud-based, animated video creation plarform. Amazon Polly gives GoAnimate users the ability to immediately give voice to the characters they animate using our platform. Alvin Hung CEO, GoAnimate ” “ • Multi-language communication • Training or HR professionals who have to create content in many languages • Video preproduction • Video makers who need to iterate and fine-tune before the text-to- speech is eventually replaced by a professional voiceover • K–12 education • Students who make videos and don’t have access to professional voices or time for or knowledge of voiceover With Polly, GoAnimate gives voice to the characters in their animations
  • 18. Amazon Lex: New service for building conversational interfaces using voice and text
  • 19. What to Expect from the Session • Introduction to Amazon Lex • Features and Functionalities • Case Studies • Building a Slack chat bot using Amazon Lex + AWS Lambda
  • 20. Advent of Conversational Interactions 1st Gen: Punch Cards & Memory Registers 2nd Gen: Pointers & Sliders 3nd Gen: Conversational Interfaces
  • 22. Developer Challenges Speech Recognition Language Understanding Business Logic Disparate Systems Authentication Messaging platforms Scale Testing Security Availability Mobile Conversational interfaces need to combine a large number of sophisticated algorithms and technologies
  • 23. Amazon Lex - Features Text and Speech language understanding: Powered by the same technology as Alexa Enterprise SaaS Connectors: Connect to enterprise systems Deployment to chat services Efficient and intuitive tools to build conversations; scales automatically Versioning and alias support
  • 24. Text and Speech Language Understanding Speech Recognition Natural Language Understanding Powered by the same Deep Learning technology as Alexa
  • 25. Easy to Build Efficient and intuitive tools to build conversations
  • 26. Deployment to Chat Services Amazon Lex Facebook Messenger Card Description Button 1 Button 2 Button 3 Card Description Option 1 Option 2 Authentication Rich FormattingOne-Click Deployment Mobile
  • 27. Versioning and Alias Support AliasVersioning v1 v2 v3 latest • Supported for Intents, Slots and Bots • Enables multi-developer environment • Rollback to previous versions v1 Dev v2 Stage v3 Prod • Deploy different aliases to different platforms • Run different stacks for dev, stage and prod environments • Target different user groups with different aliases
  • 28. AWS Mobile Hub Integration Authenticate users Analyze user behavior Store and share media Synchronize data More …. Track retention Conversational Bots LexAWS Mobile SDKs AWS Mobile Hub
  • 29. Amazon Lex – Use Cases Informational Bots Chatbots for everyday consumer requests Application Bots Build powerful interfaces to mobile applications • News updates • Weather information • Game scores …. • Book tickets • Order food • Manage bank accounts …. Enterprise Productivity Bots Streamline enterprise work activities and improve efficiencies • Check sales numbers • Marketing performance • Inventory status …. Internet of Things (IoT) Bots Enable conversational interfaces for device interactions • Wearables • Appliances • Auto ….
  • 30. Lex Bot Structure Utterances Spoken or typed phrases that invoke your intent BookHotel Intents An Intent performs an action in response to natural language user input Slots Slots are input data required to fulfill the intent Fulfillment Fulfillment mechanism for your intent
  • 31. Save, Build and Publish Save Build Saving your bot preserves the current state on the server Building your bot creates versions that you can test. Publish Publishing your bot will create a version of your bot and provide an alias to your clients Test Test your bot in a chat window on the Console
  • 32. Monitoring Track your bot Request Latency Missed Utterance Count
  • 33. Customer Testimonials: Capital One “A highly scalable solution, it also offers potential to speed time to market for a new generation of voice and text interactions such as our recently launched Capital One skill for Alexa.” “As a heavy user of AWS, Amazon Lex’s seamless integration with other AWS services like AWS Lambda and AWS DynamoDB is really appealing.”
  • 34. Customer Testimonials: HubSpot “Through Amazon's Lex, we're adding sophisticated natural language processing capabilities that helps GrowthBot provide a more intuitive UI for our users. Amazon Lex lets us take advantage of advanced A.I. and machine learning without having to code the algorithms ourselves.” “HubSpot's GrowthBot is an all-in-one chatbot which helps marketers and sales people be more productive by providing access to relevant data and services using a conversational interface. With GrowthBot, marketers can get help creating content, researching competitors, and monitoring their analytics.”
  • 35. Demo A “Holiday” chat bot (HTML – Cognito – Lex – Lambda)