SlideShare a Scribd company logo
1 of 16
Download to read offline
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Powering Multilingual Video
Transcription, Translation, and Search
Rob Dachowski
Partner Solutions Architect
Amazon Web Services
A I M 3 3 7
Paul Zhao
Technical Product Manager
Amazon Web Services
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
The original – Andy Jassey @ re:Invent 2017
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
The final product–What are we trying to solve?
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Our ingredients ...
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Transcribe: Automatic speech recognition (batch mode)
Hello
/ Hola
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Transcribe: Automatic speech recognition (streaming mode)
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Translate: Neural network-based translation
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon Polly: Lifelike speech from deep learning
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Design considerations
• Batch or real time?
• Does it need translation or simply subtitles?
• Language structures, idioms, timing, and more don’t align
• Scope of translation? By word, phrase, sentence, whole transcription?
• Aligning Amazon Polly audio streams with the content
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS Step Functions
A batch approach
Multimedia
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Client
A real-time approach
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
For more information
Blog: https://aws.amazon.com/blogs/machine-learning/create-video-
subtitles-with-translation-using-machine-learning/
Transcribe: https://aws.amazon.com/transcribe
Translate: https://aws.amazon.com/translate
Polly: https://aws.amazon.com/polly
MoviePy: https://zulko.github.io/moviepy/index.html
Thank you!
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.

More Related Content

What's hot

Machine Learning for the Enterprise, ft. Sony Interactive Entertainment (ENT2...
Machine Learning for the Enterprise, ft. Sony Interactive Entertainment (ENT2...Machine Learning for the Enterprise, ft. Sony Interactive Entertainment (ENT2...
Machine Learning for the Enterprise, ft. Sony Interactive Entertainment (ENT2...Amazon Web Services
 
Train Models on Amazon SageMaker Using Data Not from Amazon S3 (AIM419) - AWS...
Train Models on Amazon SageMaker Using Data Not from Amazon S3 (AIM419) - AWS...Train Models on Amazon SageMaker Using Data Not from Amazon S3 (AIM419) - AWS...
Train Models on Amazon SageMaker Using Data Not from Amazon S3 (AIM419) - AWS...Amazon Web Services
 
Build a Visual Search Engine Using Amazon SageMaker and AWS Fargate (AIM341) ...
Build a Visual Search Engine Using Amazon SageMaker and AWS Fargate (AIM341) ...Build a Visual Search Engine Using Amazon SageMaker and AWS Fargate (AIM341) ...
Build a Visual Search Engine Using Amazon SageMaker and AWS Fargate (AIM341) ...Amazon Web Services
 
Hollywood's Cloud-Based Content Lakes: Modernized Media Archives (MAE203) - A...
Hollywood's Cloud-Based Content Lakes: Modernized Media Archives (MAE203) - A...Hollywood's Cloud-Based Content Lakes: Modernized Media Archives (MAE203) - A...
Hollywood's Cloud-Based Content Lakes: Modernized Media Archives (MAE203) - A...Amazon Web Services
 
Machine Learning Your Eight-Year-Old Would Be Proud Of (AIM390) - AWS re:Inve...
Machine Learning Your Eight-Year-Old Would Be Proud Of (AIM390) - AWS re:Inve...Machine Learning Your Eight-Year-Old Would Be Proud Of (AIM390) - AWS re:Inve...
Machine Learning Your Eight-Year-Old Would Be Proud Of (AIM390) - AWS re:Inve...Amazon Web Services
 
Create a Custom Celebrity List for Your Media Assets (AIM349-R1) - AWS re:Inv...
Create a Custom Celebrity List for Your Media Assets (AIM349-R1) - AWS re:Inv...Create a Custom Celebrity List for Your Media Assets (AIM349-R1) - AWS re:Inv...
Create a Custom Celebrity List for Your Media Assets (AIM349-R1) - AWS re:Inv...Amazon Web Services
 
Financial Svcs: Mine Actionable Insights from Customer Interactions Using Mac...
Financial Svcs: Mine Actionable Insights from Customer Interactions Using Mac...Financial Svcs: Mine Actionable Insights from Customer Interactions Using Mac...
Financial Svcs: Mine Actionable Insights from Customer Interactions Using Mac...Amazon Web Services
 
Build an ETL Pipeline to Analyze Customer Data (AIM416) - AWS re:Invent 2018
Build an ETL Pipeline to Analyze Customer Data (AIM416) - AWS re:Invent 2018Build an ETL Pipeline to Analyze Customer Data (AIM416) - AWS re:Invent 2018
Build an ETL Pipeline to Analyze Customer Data (AIM416) - AWS re:Invent 2018Amazon Web Services
 
Build Deep Learning Applications Using PyTorch and Amazon SageMaker (AIM432-R...
Build Deep Learning Applications Using PyTorch and Amazon SageMaker (AIM432-R...Build Deep Learning Applications Using PyTorch and Amazon SageMaker (AIM432-R...
Build Deep Learning Applications Using PyTorch and Amazon SageMaker (AIM432-R...Amazon Web Services
 
Alexa, Ask Jarvis to Create a Serverless App for Me (SRV315) - AWS re:Invent ...
Alexa, Ask Jarvis to Create a Serverless App for Me (SRV315) - AWS re:Invent ...Alexa, Ask Jarvis to Create a Serverless App for Me (SRV315) - AWS re:Invent ...
Alexa, Ask Jarvis to Create a Serverless App for Me (SRV315) - AWS re:Invent ...Amazon Web Services
 
Build, Train, and Deploy ML Models with Amazon SageMaker (AIM410-R2) - AWS re...
Build, Train, and Deploy ML Models with Amazon SageMaker (AIM410-R2) - AWS re...Build, Train, and Deploy ML Models with Amazon SageMaker (AIM410-R2) - AWS re...
Build, Train, and Deploy ML Models with Amazon SageMaker (AIM410-R2) - AWS re...Amazon Web Services
 
Deep Dive on Amazon Rekognition, ft. Tinder & News UK (AIM307-R) - AWS re:Inv...
Deep Dive on Amazon Rekognition, ft. Tinder & News UK (AIM307-R) - AWS re:Inv...Deep Dive on Amazon Rekognition, ft. Tinder & News UK (AIM307-R) - AWS re:Inv...
Deep Dive on Amazon Rekognition, ft. Tinder & News UK (AIM307-R) - AWS re:Inv...Amazon Web Services
 
Best Practices for Building Multi-Region, Active-Active Serverless Applicatio...
Best Practices for Building Multi-Region, Active-Active Serverless Applicatio...Best Practices for Building Multi-Region, Active-Active Serverless Applicatio...
Best Practices for Building Multi-Region, Active-Active Serverless Applicatio...Amazon Web Services
 
Serverless Architectural Patterns and Best Practices (ARC305-R2) - AWS re:Inv...
Serverless Architectural Patterns and Best Practices (ARC305-R2) - AWS re:Inv...Serverless Architectural Patterns and Best Practices (ARC305-R2) - AWS re:Inv...
Serverless Architectural Patterns and Best Practices (ARC305-R2) - AWS re:Inv...Amazon Web Services
 
Workshop: Build a Virtual Assistant with Amazon Polly and Amazon Lex - "Pollexy"
Workshop: Build a Virtual Assistant with Amazon Polly and Amazon Lex - "Pollexy"Workshop: Build a Virtual Assistant with Amazon Polly and Amazon Lex - "Pollexy"
Workshop: Build a Virtual Assistant with Amazon Polly and Amazon Lex - "Pollexy"Amazon Web Services
 
Create a Serverless Searchable Media Library (AIM342-R1) - AWS re:Invent 2018
Create a Serverless Searchable Media Library (AIM342-R1) - AWS re:Invent 2018Create a Serverless Searchable Media Library (AIM342-R1) - AWS re:Invent 2018
Create a Serverless Searchable Media Library (AIM342-R1) - AWS re:Invent 2018Amazon Web Services
 
Create Smart and Interactive Apps with Intelligent Language Services on AWS (...
Create Smart and Interactive Apps with Intelligent Language Services on AWS (...Create Smart and Interactive Apps with Intelligent Language Services on AWS (...
Create Smart and Interactive Apps with Intelligent Language Services on AWS (...Amazon Web Services
 
Integrating Deep Learning In the Enterprise
Integrating Deep Learning In the EnterpriseIntegrating Deep Learning In the Enterprise
Integrating Deep Learning In the EnterpriseAmazon Web Services
 
Use Amazon Rekognition to Build a Facial Recognition System
Use Amazon Rekognition to Build a Facial Recognition SystemUse Amazon Rekognition to Build a Facial Recognition System
Use Amazon Rekognition to Build a Facial Recognition SystemAmazon Web Services
 
M&E Leadership Session: The State of the Industry, What's New from AWS for M&...
M&E Leadership Session: The State of the Industry, What's New from AWS for M&...M&E Leadership Session: The State of the Industry, What's New from AWS for M&...
M&E Leadership Session: The State of the Industry, What's New from AWS for M&...Amazon Web Services
 

What's hot (20)

Machine Learning for the Enterprise, ft. Sony Interactive Entertainment (ENT2...
Machine Learning for the Enterprise, ft. Sony Interactive Entertainment (ENT2...Machine Learning for the Enterprise, ft. Sony Interactive Entertainment (ENT2...
Machine Learning for the Enterprise, ft. Sony Interactive Entertainment (ENT2...
 
Train Models on Amazon SageMaker Using Data Not from Amazon S3 (AIM419) - AWS...
Train Models on Amazon SageMaker Using Data Not from Amazon S3 (AIM419) - AWS...Train Models on Amazon SageMaker Using Data Not from Amazon S3 (AIM419) - AWS...
Train Models on Amazon SageMaker Using Data Not from Amazon S3 (AIM419) - AWS...
 
Build a Visual Search Engine Using Amazon SageMaker and AWS Fargate (AIM341) ...
Build a Visual Search Engine Using Amazon SageMaker and AWS Fargate (AIM341) ...Build a Visual Search Engine Using Amazon SageMaker and AWS Fargate (AIM341) ...
Build a Visual Search Engine Using Amazon SageMaker and AWS Fargate (AIM341) ...
 
Hollywood's Cloud-Based Content Lakes: Modernized Media Archives (MAE203) - A...
Hollywood's Cloud-Based Content Lakes: Modernized Media Archives (MAE203) - A...Hollywood's Cloud-Based Content Lakes: Modernized Media Archives (MAE203) - A...
Hollywood's Cloud-Based Content Lakes: Modernized Media Archives (MAE203) - A...
 
Machine Learning Your Eight-Year-Old Would Be Proud Of (AIM390) - AWS re:Inve...
Machine Learning Your Eight-Year-Old Would Be Proud Of (AIM390) - AWS re:Inve...Machine Learning Your Eight-Year-Old Would Be Proud Of (AIM390) - AWS re:Inve...
Machine Learning Your Eight-Year-Old Would Be Proud Of (AIM390) - AWS re:Inve...
 
Create a Custom Celebrity List for Your Media Assets (AIM349-R1) - AWS re:Inv...
Create a Custom Celebrity List for Your Media Assets (AIM349-R1) - AWS re:Inv...Create a Custom Celebrity List for Your Media Assets (AIM349-R1) - AWS re:Inv...
Create a Custom Celebrity List for Your Media Assets (AIM349-R1) - AWS re:Inv...
 
Financial Svcs: Mine Actionable Insights from Customer Interactions Using Mac...
Financial Svcs: Mine Actionable Insights from Customer Interactions Using Mac...Financial Svcs: Mine Actionable Insights from Customer Interactions Using Mac...
Financial Svcs: Mine Actionable Insights from Customer Interactions Using Mac...
 
Build an ETL Pipeline to Analyze Customer Data (AIM416) - AWS re:Invent 2018
Build an ETL Pipeline to Analyze Customer Data (AIM416) - AWS re:Invent 2018Build an ETL Pipeline to Analyze Customer Data (AIM416) - AWS re:Invent 2018
Build an ETL Pipeline to Analyze Customer Data (AIM416) - AWS re:Invent 2018
 
Build Deep Learning Applications Using PyTorch and Amazon SageMaker (AIM432-R...
Build Deep Learning Applications Using PyTorch and Amazon SageMaker (AIM432-R...Build Deep Learning Applications Using PyTorch and Amazon SageMaker (AIM432-R...
Build Deep Learning Applications Using PyTorch and Amazon SageMaker (AIM432-R...
 
Alexa, Ask Jarvis to Create a Serverless App for Me (SRV315) - AWS re:Invent ...
Alexa, Ask Jarvis to Create a Serverless App for Me (SRV315) - AWS re:Invent ...Alexa, Ask Jarvis to Create a Serverless App for Me (SRV315) - AWS re:Invent ...
Alexa, Ask Jarvis to Create a Serverless App for Me (SRV315) - AWS re:Invent ...
 
Build, Train, and Deploy ML Models with Amazon SageMaker (AIM410-R2) - AWS re...
Build, Train, and Deploy ML Models with Amazon SageMaker (AIM410-R2) - AWS re...Build, Train, and Deploy ML Models with Amazon SageMaker (AIM410-R2) - AWS re...
Build, Train, and Deploy ML Models with Amazon SageMaker (AIM410-R2) - AWS re...
 
Deep Dive on Amazon Rekognition, ft. Tinder & News UK (AIM307-R) - AWS re:Inv...
Deep Dive on Amazon Rekognition, ft. Tinder & News UK (AIM307-R) - AWS re:Inv...Deep Dive on Amazon Rekognition, ft. Tinder & News UK (AIM307-R) - AWS re:Inv...
Deep Dive on Amazon Rekognition, ft. Tinder & News UK (AIM307-R) - AWS re:Inv...
 
Best Practices for Building Multi-Region, Active-Active Serverless Applicatio...
Best Practices for Building Multi-Region, Active-Active Serverless Applicatio...Best Practices for Building Multi-Region, Active-Active Serverless Applicatio...
Best Practices for Building Multi-Region, Active-Active Serverless Applicatio...
 
Serverless Architectural Patterns and Best Practices (ARC305-R2) - AWS re:Inv...
Serverless Architectural Patterns and Best Practices (ARC305-R2) - AWS re:Inv...Serverless Architectural Patterns and Best Practices (ARC305-R2) - AWS re:Inv...
Serverless Architectural Patterns and Best Practices (ARC305-R2) - AWS re:Inv...
 
Workshop: Build a Virtual Assistant with Amazon Polly and Amazon Lex - "Pollexy"
Workshop: Build a Virtual Assistant with Amazon Polly and Amazon Lex - "Pollexy"Workshop: Build a Virtual Assistant with Amazon Polly and Amazon Lex - "Pollexy"
Workshop: Build a Virtual Assistant with Amazon Polly and Amazon Lex - "Pollexy"
 
Create a Serverless Searchable Media Library (AIM342-R1) - AWS re:Invent 2018
Create a Serverless Searchable Media Library (AIM342-R1) - AWS re:Invent 2018Create a Serverless Searchable Media Library (AIM342-R1) - AWS re:Invent 2018
Create a Serverless Searchable Media Library (AIM342-R1) - AWS re:Invent 2018
 
Create Smart and Interactive Apps with Intelligent Language Services on AWS (...
Create Smart and Interactive Apps with Intelligent Language Services on AWS (...Create Smart and Interactive Apps with Intelligent Language Services on AWS (...
Create Smart and Interactive Apps with Intelligent Language Services on AWS (...
 
Integrating Deep Learning In the Enterprise
Integrating Deep Learning In the EnterpriseIntegrating Deep Learning In the Enterprise
Integrating Deep Learning In the Enterprise
 
Use Amazon Rekognition to Build a Facial Recognition System
Use Amazon Rekognition to Build a Facial Recognition SystemUse Amazon Rekognition to Build a Facial Recognition System
Use Amazon Rekognition to Build a Facial Recognition System
 
M&E Leadership Session: The State of the Industry, What's New from AWS for M&...
M&E Leadership Session: The State of the Industry, What's New from AWS for M&...M&E Leadership Session: The State of the Industry, What's New from AWS for M&...
M&E Leadership Session: The State of the Industry, What's New from AWS for M&...
 

Similar to Powering Multilingual Video Transcription, Translation, and Search (AIM337) - AWS re:Invent 2018

AWS Machine Learning Week SF: Using Amazon ML Services for Video Transcriptio...
AWS Machine Learning Week SF: Using Amazon ML Services for Video Transcriptio...AWS Machine Learning Week SF: Using Amazon ML Services for Video Transcriptio...
AWS Machine Learning Week SF: Using Amazon ML Services for Video Transcriptio...Amazon Web Services
 
Using Amazon ML Services for Video Transcription & Translation: Machine Learn...
Using Amazon ML Services for Video Transcription & Translation: Machine Learn...Using Amazon ML Services for Video Transcription & Translation: Machine Learn...
Using Amazon ML Services for Video Transcription & Translation: Machine Learn...Amazon Web Services
 
Improving Customer Experience: Enhanced Customer Insights Using Natural Langu...
Improving Customer Experience: Enhanced Customer Insights Using Natural Langu...Improving Customer Experience: Enhanced Customer Insights Using Natural Langu...
Improving Customer Experience: Enhanced Customer Insights Using Natural Langu...Amazon Web Services
 
Add Intelligence to Applications with AWS ML Services: Machine Learning Week ...
Add Intelligence to Applications with AWS ML Services: Machine Learning Week ...Add Intelligence to Applications with AWS ML Services: Machine Learning Week ...
Add Intelligence to Applications with AWS ML Services: Machine Learning Week ...Amazon Web Services
 
AWS Machine Learning Week SF: Build Intelligent Applications with AWS ML Serv...
AWS Machine Learning Week SF: Build Intelligent Applications with AWS ML Serv...AWS Machine Learning Week SF: Build Intelligent Applications with AWS ML Serv...
AWS Machine Learning Week SF: Build Intelligent Applications with AWS ML Serv...Amazon Web Services
 
Add Intelligence to Applications with AWS ML Services
Add Intelligence to Applications with AWS ML ServicesAdd Intelligence to Applications with AWS ML Services
Add Intelligence to Applications with AWS ML ServicesAmazon Web Services
 
Build a Babel Fish with Machine Learning Language Services (AIM313) - AWS re:...
Build a Babel Fish with Machine Learning Language Services (AIM313) - AWS re:...Build a Babel Fish with Machine Learning Language Services (AIM313) - AWS re:...
Build a Babel Fish with Machine Learning Language Services (AIM313) - AWS re:...Amazon 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
 
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
 
Amazon Rekognition & Amazon Polly
Amazon Rekognition & Amazon PollyAmazon Rekognition & Amazon Polly
Amazon Rekognition & Amazon PollyAmazon Web Services
 
Build Intelligent Apps with Amazon ML
Build Intelligent Apps with Amazon ML Build Intelligent Apps with Amazon ML
Build Intelligent Apps with Amazon ML Amazon Web Services
 
Mike Gillespie - Build Intelligent Applications with AWS ML Services (200).pdf
Mike Gillespie - Build Intelligent Applications with AWS ML Services (200).pdfMike Gillespie - Build Intelligent Applications with AWS ML Services (200).pdf
Mike Gillespie - Build Intelligent Applications with AWS ML Services (200).pdfAmazon Web Services
 
Create Subtitled and Translated Videos Using AWS Services (GPSTEC319) - AWS r...
Create Subtitled and Translated Videos Using AWS Services (GPSTEC319) - AWS r...Create Subtitled and Translated Videos Using AWS Services (GPSTEC319) - AWS r...
Create Subtitled and Translated Videos Using AWS Services (GPSTEC319) - AWS r...Amazon Web Services
 
Build Text Analytics Solutions with Amazon Comprehend and Amazon Translate
Build Text Analytics Solutions with Amazon Comprehend and Amazon TranslateBuild Text Analytics Solutions with Amazon Comprehend and Amazon Translate
Build Text Analytics Solutions with Amazon Comprehend and Amazon TranslateAmazon Web Services
 
Add Intelligence to Applications with AWS ML Services
Add Intelligence to Applications with AWS ML ServicesAdd Intelligence to Applications with AWS ML Services
Add Intelligence to Applications with AWS ML ServicesAmazon Web Services
 
The Future of AI - AllCloud Best of reInvent
The Future of AI - AllCloud Best of reInventThe Future of AI - AllCloud Best of reInvent
The Future of AI - AllCloud Best of reInventBoaz Ziniman
 

Similar to Powering Multilingual Video Transcription, Translation, and Search (AIM337) - AWS re:Invent 2018 (20)

AWS Machine Learning Week SF: Using Amazon ML Services for Video Transcriptio...
AWS Machine Learning Week SF: Using Amazon ML Services for Video Transcriptio...AWS Machine Learning Week SF: Using Amazon ML Services for Video Transcriptio...
AWS Machine Learning Week SF: Using Amazon ML Services for Video Transcriptio...
 
AI Today
AI TodayAI Today
AI Today
 
Using Amazon ML Services for Video Transcription & Translation: Machine Learn...
Using Amazon ML Services for Video Transcription & Translation: Machine Learn...Using Amazon ML Services for Video Transcription & Translation: Machine Learn...
Using Amazon ML Services for Video Transcription & Translation: Machine Learn...
 
Improving Customer Experience: Enhanced Customer Insights Using Natural Langu...
Improving Customer Experience: Enhanced Customer Insights Using Natural Langu...Improving Customer Experience: Enhanced Customer Insights Using Natural Langu...
Improving Customer Experience: Enhanced Customer Insights Using Natural Langu...
 
Add Intelligence to Applications with AWS ML Services: Machine Learning Week ...
Add Intelligence to Applications with AWS ML Services: Machine Learning Week ...Add Intelligence to Applications with AWS ML Services: Machine Learning Week ...
Add Intelligence to Applications with AWS ML Services: Machine Learning Week ...
 
AWS Machine Learning Week SF: Build Intelligent Applications with AWS ML Serv...
AWS Machine Learning Week SF: Build Intelligent Applications with AWS ML Serv...AWS Machine Learning Week SF: Build Intelligent Applications with AWS ML Serv...
AWS Machine Learning Week SF: Build Intelligent Applications with AWS ML Serv...
 
Add Intelligence to Applications with AWS ML Services
Add Intelligence to Applications with AWS ML ServicesAdd Intelligence to Applications with AWS ML Services
Add Intelligence to Applications with AWS ML Services
 
Build a Babel Fish with Machine Learning Language Services (AIM313) - AWS re:...
Build a Babel Fish with Machine Learning Language Services (AIM313) - AWS re:...Build a Babel Fish with Machine Learning Language Services (AIM313) - AWS re:...
Build a Babel Fish with Machine Learning Language Services (AIM313) - AWS re:...
 
Enhancing Your Startup With Amazon AI
Enhancing Your Startup With Amazon AIEnhancing Your Startup With Amazon AI
Enhancing Your Startup With Amazon AI
 
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 Rekognition & Amazon Polly
Amazon Rekognition & Amazon PollyAmazon Rekognition & Amazon Polly
Amazon Rekognition & Amazon Polly
 
Build Intelligent Apps with Amazon ML
Build Intelligent Apps with Amazon ML Build Intelligent Apps with Amazon ML
Build Intelligent Apps with Amazon ML
 
Mike Gillespie - Build Intelligent Applications with AWS ML Services (200).pdf
Mike Gillespie - Build Intelligent Applications with AWS ML Services (200).pdfMike Gillespie - Build Intelligent Applications with AWS ML Services (200).pdf
Mike Gillespie - Build Intelligent Applications with AWS ML Services (200).pdf
 
Create Subtitled and Translated Videos Using AWS Services (GPSTEC319) - AWS r...
Create Subtitled and Translated Videos Using AWS Services (GPSTEC319) - AWS r...Create Subtitled and Translated Videos Using AWS Services (GPSTEC319) - AWS r...
Create Subtitled and Translated Videos Using AWS Services (GPSTEC319) - AWS r...
 
AI: State of the Union
AI: State of the UnionAI: State of the Union
AI: State of the Union
 
An Overview of AI at AWS
An Overview of AI at AWSAn Overview of AI at AWS
An Overview of AI at AWS
 
Build Text Analytics Solutions with Amazon Comprehend and Amazon Translate
Build Text Analytics Solutions with Amazon Comprehend and Amazon TranslateBuild Text Analytics Solutions with Amazon Comprehend and Amazon Translate
Build Text Analytics Solutions with Amazon Comprehend and Amazon Translate
 
Add Intelligence to Applications with AWS ML Services
Add Intelligence to Applications with AWS ML ServicesAdd Intelligence to Applications with AWS ML Services
Add Intelligence to Applications with AWS ML Services
 
AI for developers
AI for developersAI for developers
AI for developers
 
The Future of AI - AllCloud Best of reInvent
The Future of AI - AllCloud Best of reInventThe Future of AI - AllCloud Best of reInvent
The Future of AI - AllCloud Best of reInvent
 

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
 

Powering Multilingual Video Transcription, Translation, and Search (AIM337) - AWS re:Invent 2018

  • 1.
  • 2. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Powering Multilingual Video Transcription, Translation, and Search Rob Dachowski Partner Solutions Architect Amazon Web Services A I M 3 3 7 Paul Zhao Technical Product Manager Amazon Web Services
  • 3. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. The original – Andy Jassey @ re:Invent 2017
  • 4. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. The final product–What are we trying to solve?
  • 5. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Our ingredients ...
  • 6. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Transcribe: Automatic speech recognition (batch mode) Hello / Hola
  • 7. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Transcribe: Automatic speech recognition (streaming mode)
  • 8. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Translate: Neural network-based translation
  • 9. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Polly: Lifelike speech from deep learning
  • 10. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 11. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Design considerations • Batch or real time? • Does it need translation or simply subtitles? • Language structures, idioms, timing, and more don’t align • Scope of translation? By word, phrase, sentence, whole transcription? • Aligning Amazon Polly audio streams with the content
  • 12. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. AWS Step Functions A batch approach Multimedia
  • 13. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. Client A real-time approach
  • 14. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved. For more information Blog: https://aws.amazon.com/blogs/machine-learning/create-video- subtitles-with-translation-using-machine-learning/ Transcribe: https://aws.amazon.com/transcribe Translate: https://aws.amazon.com/translate Polly: https://aws.amazon.com/polly MoviePy: https://zulko.github.io/moviepy/index.html
  • 15. Thank you! © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 16. © 2018, Amazon Web Services, Inc. or its affiliates. All rights reserved.