Here is the weather forecast for today:It will be sunny with a high of 25 degrees Celsius. Winds will be light from the southwest. No chance of rain
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The document discusses Amazon's artificial intelligence services for machine learning including computer vision, natural language processing, speech recognition, and text-to-speech. It provides examples of Amazon Rekognition for image and video analysis, Amazon Polly for text-to-speech, Amazon Transcribe for speech recognition, Amazon Translate for language translation, Amazon Lex for conversational interfaces, and Amazon Comprehend for natural language processing. The services are designed to be high quality, easy to use, integrated, and low cost for production machine learning applications.
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Here is the weather forecast for today:It will be sunny with a high of 25 degrees Celsius. Winds will be light from the southwest. No chance of rain
- 1. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. February 2018 AI Services on AWS Boaz Ziniman – Technical Evangelist, AWS @ziniman boaz.ziniman.aws
- 2. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. The difficulty comes in writing software that will make sense of the data
- 3. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Artificial Intelligence A system or service which can perform tasks that usually require human intelligence
- 4. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Artificial Intelligence at Amazon
- 5. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 6. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 7. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
- 8. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 25,000 skills
- 9. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. And a few more examples… Fraud detection Detecting fraudulent transactions, filtering spam emails, flagging suspicious reviews, … Personalization Recommending content, predictive content loading, improving user experience, … Targeted marketing Matching customers and offers, choosing marketing campaigns, cross-selling and up-selling, … Content classification Categorizing documents, matching hiring managers and resumes, … Churn prediction Finding customers who are likely to stop using the service, free-tier upgrade targeting, … Customer support Predictive routing of customer emails, social media listening, …
- 10. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Machine Learning On AWS Today
- 11. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. VISION LANGUAGE A P P L I C A T I O N S E R V I C E S Amazon Rekognition Image Amazon Polly Amazon Lex Amazon Rekognition Video Amazon Transcribe Amazon Translate Amazon ComprehendN E W N E W N E W N E W Amazon AI EcosystemUSABILITY& SIMPLICITY CONTROL
- 12. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. VISION LANGUAGE A P P L I C A T I O N S E R V I C E S Amazon Rekognition Image Amazon Polly Amazon Lex Amazon Rekognition Video Amazon Transcribe Amazon Translate Amazon ComprehendN E W N E W N E W N E W Amazon AI Ecosystem
- 13. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. VISION LANGUAGE A P P L I C A T I O N S E R V I C E S Amazon Rekognition Image Amazon Polly Amazon Lex Amazon Rekognition Video Amazon Transcribe Amazon Translate Amazon ComprehendN E W N E W N E W N E W Amazon AI Ecosystem
- 14. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. VISION LANGUAGE A P P L I C A T I O N S E R V I C E S Amazon Rekognition Image Amazon Polly Amazon Lex Amazon Rekognition Video Amazon Transcribe Amazon Translate Amazon ComprehendN E W N E W N E W N E W Amazon AI Ecosystem
- 15. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Can We Help Customers Put Intelligence At The Heart Of Every Application & Business?
- 16. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. VISION LANGUAGE A P P L I C A T I O N S E R V I C E S Amazon Rekognition Image Amazon Polly Amazon Lex Amazon Rekognition Video Amazon Transcribe Amazon Translate Amazon ComprehendN E W N E W N E W N E W Amazon AI Ecosystem
- 17. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Rekognition Object and scene detection Facial analysis Face comparison Celebrity recognition Image moderation Amazon Rekognition: Images In, Rich Metadata Out
- 18. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Object & Scene Detection
- 19. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Facial Analysis
- 20. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Smiling? Facial Analysis (Deep) Learning from a Masterpiece http://bit.ly/MonaLisaAI
- 21. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Celebrity Recognition
- 22. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Rekognition Customers Digital Asset Management Media and Entertainment Travel and Hospitality Influencer Marketing Systems Integration Digital Advertising Consumer Storage Law Enforcement Public Safety eCommerce Education
- 23. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. https://aws.amazon.com/solutions/case-studies/cspan/
- 24. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. R e a l - t i m e a n d b a t c h v i d e o a n a l y t i c s Generally available today NEW! Amazon Rekognition Video
- 25. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AMAZON REKOGNITION VIDEO A M A Z O N R E K O G N I T I O N V I D E O Video in. People, activities, and details out. Objects and scenes Facial analysis and recognition Inappropriate content detection Celebrity recognition Person tracking
- 26. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Polly “Today in Seattle, WA it’s 11°F” “Today in Seattle Washington it’s 11 degrees Fahrenheit” Amazon Polly: Text In, Life-like Speech Out 52 voices across 25 languages
- 27. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. A Focus On Voice Quality & Pronunciation 1. Automatic, Accurate Text Processing • “Today in Seattle, WA, it’s 11°F”
- 28. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. A Focus On Voice Quality & Pronunciation 1. Automatic, Accurate Text Processing 2. Intelligible and Easy to Understand
- 29. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. A Focus On Voice Quality & Pronunciation 1. Automatic, Accurate Text Processing 2. Intelligible and Easy to Understand 3. Add Semantic Meaning to Text
- 30. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. https://www.w3.org/TR/speech-synthesis/ <speak> The spelling of my name is <prosody rate='x-slow'> <say-as interpret-as="characters">Boaz</say-as> </prosody> </speak> A Focus On Voice Quality & Pronunciation
- 31. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. A Focus On Voice Quality & Pronunciation 1. Automatic, Accurate Text Processing 2. Intelligible and Easy to Understand 3. Add Semantic Meaning to Text • “Richard’s number is 2122341237“ <say-as interpret-as="telephone">
- 32. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Voice Modification: Vocal Tract Length <speak> This is Brian without any voice modifications. <amazon:effect vocal-tract-length="+15%"> Imagine now that I got bigger… </amazon:effect> <amazon:effect vocal-tract-length="+25%"> Suppose that I got even bigger still… </amazon:effect> Now let's go back and hear the effect when I go in the opposite direction. <amazon:effect vocal-tract-length="-15%"> Can you tell that I'm getting smaller? </amazon:effect> <amazon:effect vocal-tract- length="-25%"> Now I'm even smaller than before. </amazon:effect> </speak>
- 33. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 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
- 34. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Navigation
- 35. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. AI Radio Announcer • FM Wakayama: Japanese radio station • Amazon Polly Japanese voices are used for regularly scheduled broadcasts throughout the week • Emergency broadcast during 12/09 Typhoon
- 36. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. A u t o m a t i c s p e e c h r e c o g n i t i o n Available in preview today NEW! A m a z o n T r a n s c r i b e
- 37. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. A u t o m a t i c a l l y t r a n s l a t e s t e x t b e t w e e n l a n g u a g e s Available in preview today A m a z o n T r a n s l a t e NEW!
- 38. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Buy what does all this text mean?
- 39. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. F u l l y m a n a g e d n a t u r a l l a n g u a g e p r o c e s s i n g Generally available today NEW! A m a z o n C o m p r e h e n d
- 40. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. STORM WORLD SERIES STOCK MARKET WASHINGTON LIBRARY OF NEW S ARTICLES Amazon Comprehend Discover valuable insights from text Amazon Comprehend
- 41. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Lex Automatic Speech Recognition Natural Language Understanding “What’s the weather forecast?” Weather Forecast Amazon Lex: Speech Recognition & Natural Language Understanding
- 42. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Lex Automatic Speech Recognition Natural Language Understanding “What’s the weather forecast?” “It will be sunny and 25°C” Weather Forecast Speech Recognition & Natural Language Understanding
- 43. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. End to end language solutions Person Speaks in English Transcribe voice to text in English Translate text to Spanish Speak in Spanish Amazon Transcribe Amazon Translate Amazon Polly
- 44. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. DEMO
- 45. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. VISION LANGUAGE A P P L I C A T I O N S E R V I C E S Amazon Rekognition Image Amazon Polly Amazon Lex Amazon Rekognition Video Amazon Transcribe Amazon Translate Amazon ComprehendN E W N E W N E W N E W Amazon AI Ecosystem
- 46. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon AI Services High quality, through best-in-class deep learning Deep functionality Easy to use & thoughtfully integrated Built for production Low cost
- 47. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Thank you! @ziniman
Editor's Notes
- אני חושב שהאתגר הכי גדול שלנו בעידן ה – Big Data הוא להבין איך אנחנו כותבים תוכנה שתוציא תובנות מאותו Data. ופה AI בא לעזרתנו....
- ההגדרה הבסיסית של AI היא מערכת או שרות שמאפשרים לי לבצע משימות שעד אז דרשו התערבות אנושית, רצוי אינטליגנטית. And for us, AI is a system or service which can perform tasks that usually require human intelligence, such as visual perception, speech recognition, decision-making or translation
- 1994
- Today Ai is everywhere is Amazon From recommendation pages, to fulfillment centers, Prime Air Drones ***CLICK***
- Amazon Go
- There are lots of other examples. Machine learning is being used to filter spam emails, flag inappropriate content, personalize user experience, targeted marketing campaigns, call routing in support centers, social network monitoring, and many more.
- And the result of this is that we see a ton of machine learning up on AWS today, literally from A through to Z. So everything from Ancestry, who are using machine learning and deep learning to be able to process genomic information and build out family trees, all the way through to Zillow, who use machine learning to do house-price estimation up on the website.
- מצד אחד שליטה מצד שני פשטות
- כל Framework פופולרי בתחום ה - AI
- Amazon Rekognition currently supports the JPEG and PNG image formats. You can submit images either as an S3 object or as a byte array. Amazon Rekognition supports image file sizes up to 15MB when passed as an S3 object, and up to 5MB when submitted as an image byte array. Amazon Rekognition is currently available in US East (Northern Virginia), US West (Oregon) and EU (Ireland) regions. Mxnet convolutional deep neural networks (CNNs),
- Using AWS, C-SPAN can sample a frame every six seconds for recognition against indexed faces in a database of 97,000 people. Previously, this was done manually: Indexers scrolled through screen captures to identify who was speaking at any given point and select an image to represent each individual in each video. C-SPAN expects to save 8,000 to 9,000 hours a year in labor by automating that process using Rekognition, and will be able to index 100% of its incoming footage and archives.
- The basics are pretty simple, but the service has deep functionality. You can send the service a simple string of text, and it will generate the life like voice in your choice of 47 different voices. But it’s not naive of the context of the text. For example, the text here - ‘WA’ and ‘degree F’, that would sound strange if it were spoken out loud. Instead, Polly will automatically expand the text strings ‘WA’ and ‘degree F’, to ‘Washington’ and ‘degrees fahrenheit’, to create more life like speech. The developer doesn’t have to do anything - just send the text, and get life like voice back.
- Speech Synthesis Markup Language (SSML) Version 1.0 The Voice Browser Working Group has sought to develop standards to enable access to the Web using spoken interaction.
- שינוי של הקולות הקיימים למקרה ומספר הקולות שיש היום לא מספיק לכם
- With Lex, any application running on the web, a mobile app, or a device, can send natural language - as both text or speech - to Lex using an API or SDK. Lex will apply ASR and NLU to the incoming message to understand the intent of the user, so to understand what the question is, and map that to a Lambda function which will process the information, and…
- Then form a response, which will be passed back to the user as either text, or will use Polly automatically to generate a voice response. I wont deep dive on Lex now since we have a full session dedicated to building Bots using Lex later during the day so I encourage you to go and check it out!
- $0.004 per voice request, and $.00075 per text request. 1,000 speech requests would be $4.00 1,000 text requests would cost $0.75. 10,000 text requests and 5,000 speech requests – Free tier