building smart applications with amazon machine learning.pdf

Building Smart Applications with Amazon Machine Learning

Neeraj Kumar, Enterprise Solutions Architect

Learningobjectivesforthissession

LearnaboutAWSservicesneededtobuildsmartIoT applicationsonAWS– AmazonMachineLearning,AWSIoT &AWSLambda

AtAmazon,we’vebeenmakinginvestmentsinMLforthelast20years…

Search&Discovery

Fulfilment&Logistics

ExistingProducts

NewInitiatives

RunningMLinProductiononAWSToday

”

“Fraud.netUsesAWStoQuickly,EasilyDetectOnlineFraud

Fraud.net is the world’s leading crowdsourced fraud prevention platform.

Amazon Machine Learning helps us reduce complexity

and make sense of emerging fraud patterns.

• Needed to build and train a larger number of more targeted and precise machine-learning models

• Uses Amazon Machine Learning to provide more than 20 machine-learning models

• Easily builds and trains machine-learning models to effectively detect online payment fraud

• Reduces complexity and makes sense of emerging fraud patterns

• Saves clients $1 million weekly by helping them detect and prevent fraud

Oliver ClarkCTO,

Fraud.net

”

“

AmazonAI:DemocratizingArtificialIntelligence

AI Services

AI Platform

AmazonRekognition

AmazonPolly

AmazonLex

Moretocomein2017

AmazonMachineLearning

AmazonElasticMapReduce

Spark&SparkML

Moretocomein2017

AI EnginesApacheMXNet Caffe Theano KerasTorch CNTKTensorFlow

P2 ECS Lambda GreenGrass FPGAEMR/SparkMoretocomein2017

Hardware

Amazon Machine LearningCreateMLmodelswithouthavingtolearncomplex

algorithmsandtechnology

Train and optimize models on GBs of data

Batch process predictions

Real-time prediction API in one-click

No servers to provision or manage

Easytouse,highperformance

Threesupportedtypesofpredictions

Binary classificationPredict the answer to a Yes/No question

Multiclass classificationPredict the correct category from a list

RegressionPredict the value of a numeric variable

Trainmodel

Evaluate &optimize

Make predictions

1 2 3

Developmentprocess

ModelEvaluationandOptimization

AWS IoT

Hands-onDemo

AWSLambda

DeviceGateway

AmazonMachineLearning

windturbine/telemetry

IoTrule

DeviceShadow

AWSIoT

WindFarm

Thank you!