AWS | Artificial Intelligence
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon ConfidentialTrademark and Trademark Our mission at AWS
Put machine learning in the hands of every developer
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon ConfidentialTrademark and Trademark 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 & INFRASTRUCTURE Support for ML frameworks | Compute options purpose-built for ML
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon ConfidentialTrademark and Trademark Vision Speech Language Chatbots Forecasting Recommendations
A I SERVICES
REKOGNITION REKOGNITION TEXTRACT POLLY TRANSCRIBE TRANSLATE COMPREHEND LEX FORECAST PERSONALIZE IMAGE VIDEO
A M A Z O N S AGEMAKER
ML SERVICES BUILD TRAIN DEPLOY Pre-built algorithms & notebooks One-click model training & tuning One-click deployment & hosting
Data labeling (GROUND TRUTH) Optimization (NEO)
Algorithms & models (AWS MARKETPLACE Reinforcement learning FOR MACHINE LEARNING)
F r a m e w o r k s I n t e r f a c e s Infrastructure
ML FRAMEWORKS & INFRASTRUCTURE E C 2 P 3 E C 2 C 5 F P G A s GREENGRASS ELASTIC & P 3 N INFERENCE
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon ConfidentialTrademark and Trademark Vision Speech Language Chatbots Forecasting Recommendations
A I SERVICES
REKOGNITION REKOGNITION TEXTRACT POLLY TRANSCRIBE TRANSLATE COMPREHEND LEX FORECAST PERSONALIZE IMAGE VIDEO
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon ConfidentialTrademark and Trademark Amazon Rekognition
Deep learning - b a s e d i m a g e a n d v i d e o a n a l y s i s
Object, Scene & Facial Facial Analysis Person Tracking Activity Recognition Recognition
Unsafe Content Celebrity Text in Images Detection Recognition
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Amazon Textract
Automatic document processing without data entry, or writing rules
12-12-1234 [email protected] Presley Elvis 901 555-0187 3765 Elvis Presley Blvd. TCB Limited
Graceland, Memphis TN 38116
OCR++ N a m e Presley, Elvis Aaron
A d d r e s s Graceland, Memphis, TN
Id 12-12-1234
C o m p a n y TCB Limited
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Amazon Polly
T u r n t e x t into lifelike s p e e c h using deep learning
Wide Selection of Synchronize Fine-grained Unlimited Replay Voices and Languages Speech Control
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Amazon Transcribe
Automatic conversion of s p e e c h into accurate, grammatically correct t e x t
Multiple Intelligent punctuation Timestamp languages and formatting generation
Support for Recognize multiple Custom telephony audio speakers vocabulary
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Amazon Comprehend
Discover insights and relationships i n t e x t
Entities
Key Phrases
Amazon Comprehend Language
Sentiment
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Amazon Lex
Conversational interfaces for your applications powered by the same deep learning technologies as Alexa
Integrated Trigger Multi-step One-click Enterprise Fully development in the Lambda conversations deployment connectors managed AWS console functions
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark SALES
FORECAST The perils of poor predictions in forecasting SALES
TIME
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Amazon Forecast
Accurate time-series forecasting service, based on the same technology used at Amazon.com
Any historical Integrates with SAP and Integrates with Custom forecasts 50% more 1/10th time-series Oracle Supply Chain Amazon Timestream with 3 clicks accurate the cost
Retail demand Travel demand AWS usage Generate forecasts for: Revenue forecasts Web traffic Advertising demand
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Music Film recommendation recommendation No master algorithm Tracks, artists, albums Actors, directors, genres for personalization and recommendation Product Article recommendation recommendation Pricing, category, offers Themes, geography, breaking news
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Amazon Personalize
Real-time personalization and recommendation service, based on the same technology used at Amazon.com
Activity stream from app Views, signups, conversion, etc. Amazon Personalize Inventory Articles, products, videos, etc. LOAD DATA INSPECT SELECT TRAIN HOST CREATE Customized (EMR Cluster) DATA ALGORITHMS MODELS MODELS REAL-TIME personalization & CACHES Demographics recommendation API (optional) IDENTIFY SELECT OPTIMIZE BUILD FEATURE Age, location, etc. FEATURES HYPERPARAMETERS MODELS STORE
F u l l y m a n a g e d b y A m a z o n Personalize
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Vision Speech Language Chatbots Forecasting Recommendations
A I SERVICES
REKOGNITION REKOGNITION TEXTRACT POLLY TRANSCRIBE TRANSLATE COMPREHEND LEX FORECAST PERSONALIZE IMAGE VIDEO
A M A Z O N S AGEMAKER
ML SERVICES BUILD TRAIN DEPLOY Pre-built algorithms & notebooks One-click model training & tuning One-click deployment & hosting
Data labeling (GROUND TRUTH) Optimization (NEO)
Algorithms & models (AWS MARKETPLACE Reinforcement learning FOR MACHINE LEARNING)
F r a m e w o r k s I n t e r f a c e s Infrastructure
ML FRAMEWORKS & INFRASTRUCTURE E C 2 P 3 E C 2 C 5 F P G A s GREENGRASS ELASTIC & P 3 N INFERENCE
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon ConfidentialTrademark and Trademark Amazon SageMaker
1 2 3 BUILD TRAIN DEPLOY
Fast & accurate Built-in, high One-click Model One-click Fully managed data labeling performance training and optimization deployment hosting with algorithms & tuning auto-scaling and notebooks elastic inference
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon ConfidentialTrademark and Trademark F r a m e w o r k s I n t e r f a c e s Infrastructure
ML FRAMEWORKS & INFRASTRUCTURE E C 2 P 3 E C 2 C 5 F P G A s GREENGRASS ELASTIC & P 3 N INFERENCE
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon ConfidentialTrademark and Trademark Amazon Elastic Inference
Add GPU acceleration to any Amazon EC2 instance for faster inference at much lower cost (up to 75% savings)
Starting at Up to 1 TFLOPS 32 TFLOPS Provision Elastic Simple speech and Recommendation engines Any instance Inference capacity language models or fraud detection models family inside VPC
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark Lowering inference costs with Amazon Elastic Inference
ResNet-50 360,000 $0.22 75% Computer vision images per hour, per hour lower cost deep learning model inference on medium EI accelerator
LOWEST COST AVAILABLE
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark of deep learning in the cloud runs on 81% AWS
10,000+ of TensorFlow projects in the cloud 85% run on AWS customers have used machine learning on AWS AWS holds the top spots on Stanford’s deep learning benchmark, DAWN, for fastest training time, lowest cost, lowest inference latency
© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon ConfidentialTrademark and Trademark © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon ConfidentialTrademark and Trademark