Post on 29-Mar-2020
© 2016, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
treske@amazon.de
November 2017
Artificial Intelligence at Amazon
A system or service which can perform tasks that usually require human intelligence
More Users Better Products
More Data Better Analytics
A Flywheel For Data
Machine Learning &Artificial Intelligence
Big Data
More Users Better Products
More Data Better Analytics
A Flywheel For Data
Algorithms
The Advent Of Deep Learning
Data
Algorithms
The Advent Of Deep Learning
Data
Hardware Acceleration
(FPGA, GPU, ...)
Algorithms
The Advent Of Deep Learning
Data
Hardware Acceleration
(FPGA, GPU, ...)
ProgrammingModels
Algorithms
The Advent Of Deep Learning
Artificial Intelligence At Amazon (1995)
AI Applications on AWS
Netflix Recommendation Engine
Pinterest Lens
Thousands Of Employees Across The Company Focused on AI
Discovery &Search
Fulfilment &Logistics
EnhanceExisting Products
Define NewProduct
Categories
Bring MachineLearning To All
Artificial Intelligence At Amazon
Can We Help CustomersPut Intelligence At The Heart OfEvery Application & Business?
Amazon AI: Democratized Artificial Intelligence
Amazon Rekognition
Amazon Polly
Amazon Lex
Apache MXNet Caffe Theano KerasTorch CNTKTensorFlow
EC2 ECS Lambda GreenGrass FPGABatch …
AI Services
AI Platform
AI Engines
Amazon Machine Learning
Amazon ElasticMapReduce (EMR) Spark & SparkML
Through AWS AI Services we help you generalize a state of the art science problem to an everyday development solution
through REST API calls.
Amazon AI: Democratized Artificial Intelligence
Amazon Rekognition
Amazon Polly
Amazon Lex
Apache MXNet Caffe Theano KerasTorch CNTKTensorFlow
EC2 ECS Lambda GreenGrass FPGABatch …
AI Services
AI Platform
AI Engines
Amazon Machine Learning
Amazon ElasticMapReduce (EMR) Spark & SparkML
Through efficient and smart tooling we abstract away operational complexity from scientific and engineering work.
Amazon AI: Democratized Artificial Intelligence
Amazon Rekognition
Amazon Polly
Amazon Lex
Apache MXNet Caffe Theano KerasTorch CNTKTensorFlow
EC2 ECS Lambda GreenGrass FPGABatch …
AI Services
AI Platform
AI Engines
Amazon Machine Learning
Amazon ElasticMapReduce (EMR) Spark & SparkML
Run your models on the hardware of your choice, distributed computation framework of choice, or on the edge.
Amazon AI: Democratized Artificial Intelligence
Amazon Rekognition
Amazon Polly
Amazon Lex
Apache MXNet Caffe Theano KerasTorch CNTKTensorFlow
EC2 ECS Lambda GreenGrass FPGABatch …
AI Services
AI Platform
AI Engines
Amazon Machine Learning
Amazon ElasticMapReduce (EMR) Spark & SparkML
Why Apache MXNet?
Most Open Best On AWSOptimized for
deep learning on AWSAccepted into theApache Incubator
(Integration with AWS)
Apache MXNet
0
4
8
12
16
1 2 4 8 16
Amazon AI: Scaling With MXNet
91%Efficiency
IdealInception v3Resnet
Alexnet
IdealInception v3Resnet
Alexnet
88%Efficiency
0
64
128
192
256
1 2 4 8 16 32 64 128 256
Amazon AI: Scaling With MXNet
Thank you!
treske@amazon.de