AI for Everyone. Ian Massingham Chief Evangelist

Transcription

1 AI for Everyone Ian Massingham Chief Evangelist

2 Artificial Intelligence & Deep Learning At Amazon Thousands Of Employees Across The Company Focused on AI Discovery & Search Fulfilment & Logistics Add ML-powered features to existing products Echo & Alexa

3 Real Machine Learning Happening On AWS Insurance Detect Online Payment Fraud Computer Vision For Crowd Sourced Maps Computer Vision For Autonomous Driving Computer Vision APIs Luxury Real Estate Purchase Predictions Recommendation Engine Forecast Customer Traffic ML At Large Scale Predictive Analytics On Sports Plays Image Recognition Search Zestimate (using Apache Spark)

4 AI Solutions for Every Developer

5 Amazon AI Bringing Powerful Artificial Intelligence To All Developers

6 1 Amazon Rekognition Image Recognition And Analysis Powered By Deep Learning

7 Amazon Rekognition: Images In, Categories and Facial Analysis Out Amazon Rekognition Objects & Scenes Car Outside Daytime Driving Faces Female Smiling Sunglasses

8 Deep Learning Process Labrador Probability Softmax Dog Beach Outdoors Conv 1 Conv 2 Conv n Fully Connected Layer Feature Maps

9 With Rekognition, Bynder revolutionizes marketing admin tasks with AI capabilities With our new AI capabilities, Bynder s software now allows users to save hours of admin labor when uploading and organizing their files, adding exponentially more value. Chris Hall CEO, Bynder Bynder allows you to easily create, find and use content for branding automation and marketing solutions.

10 2 Amazon Polly Text To Speech Powered By Deep Learning

11 Amazon Polly: Text In, Life-like Speech Out The temperature in WA is 75 F The temperature in Washington is 75 degrees Fahrenheit Amazon Polly

12 TEXT PHONEMES WORDS TEXT PROCESSING Market grew by > 20%. Market grew by more than twenty percent { { { { ˈmɑɹ.kət ˈgɹu baɪ ˈmoʊɹ ˈðæn { ˈtwɛn.ti pɚ.ˈsɛnt UNIT PROSODY SELECTION STREAMING MODIFICATION CONTOUR AND ADAPTATION Speech units inventory

13 First app from boto3 import Session from contextlib import closing polly = Session().client("polly") response = polly.synthesize_speech( Text="Hello world!", OutputFormat="mp3", VoiceId="Joanna") with closing(response["audiostream"]) as stream: with open("speech.mp3", "wb") as file: file.write(stream.read())

14 Duolingo voices its language learning service Using Polly Spoken language crucial for With Amazon Polly our users language learning benefit from the most lifelike Text-to-Speech voices available on the market. Severin Hacker CTO, Duolingo Accurate pronunciation matters Faster iteration thanks to TTS As good as natural human speech Duolingo is a free language learning service where users help translate the web and rate translations.

15 With Polly, GoAnimate gives voice to the characters in their animations Multi-language communication Amazon Polly gives GoAnimate users the ability to immediately Training or HR professionals who have to create content in many languages give voice to the characters they animate using our platform. Alvin Hung CEO, GoAnimate GoAnimate is a cloud-based, animated video creation plarform. Video preproduction Video makers who need to iterate and fine-tune before the text-tospeech 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 RNIB provides the largest library in the UK for people with sight loss Amazon Polly delivers incredibly lifelike voices which captivate and engage our readers. John Worsfold Solutions Implementation Manager, RNIB RNIB delivers largest library of audiobooks in the UK for nearly 2 million people with sight loss Naturalness of generated speech is critical to captivate and engage readers No restrictions on speech redistributions enables RNIB to create and distribute Royal National Institute of Blind People creates and distributes accessible information in the form of synthesized content accessible information in a form of synthesized content

17 <demo> Amazon Rekognition & Polly </demo>

18 3 Amazon A LEX A (It s what s inside Alexa) Natural Language Understanding (NLU) & Automatic Speech Recognition (ASR) Powered By Deep Learning

19 Amazon Lex: Speech Recognition & Natural Language Understanding What s the weather forecast? Weather Forecast Amazon Lex Automatic Speech Recognition Natural Language Understanding

20 Amazon Lex: Speech Recognition & Natural Language Understanding What s the weather forecast? Weather Forecast It will be sunny and 25 C Amazon Lex Automatic Speech Recognition Natural Language Understanding

21 Lex Bot Structure BookHotel Intents An Intent performs an action in response to natural language user input Utterances Spoken or typed phrases that invoke your intent Slots Slots are input data required to fulfill the intent Fulfillment Fulfillment mechanism for your intent

22 Book a Hotel Book a Hotel Hotel Booking in NYC New York City Book a Hotel in NYC Automatic Speech Recognition Natural Language Understanding Intent/Slot Model Hotel Booking Utterances City Check In Check Out New York City Nov 30 th Dec 2 nd Can I go ahead with the booking? Your hotel is booked for Nov 30 th Polly Confirmation: Your hotel is booked for Nov 30 th

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24 Customer Testimonials: Capital One As a heavy user of AWS, Amazon Lex s seamless integration with other AWS services like AWS Lambda and AWS DynamoDB is really appealing. 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.

25 Customer Testimonials: HubSpot 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. 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.

26 Thank You. Questions? Ian Massingham Chief Evangelist