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@awsgeek lucidchart.com
MACHINE
LEARNINGIn the Cloud
@awsgeek lucidchart.com
Jerry Hargrove
Cloud Architect &
Evangelist
www.awsgeek.com
at Lucidchart
@awsgeek lucidchart.com
What’s that?
@awsgeek lucidchart.com
Jet?
# Doors?
T-Tail??
X
Windows Wings? B
Livery?Engines?
#
Wheels?
A
C
@awsgeek lucidchart.com
@awsgeek lucidchart.com
@awsgeek lucidchart.com
@awsgeek lucidchart.comlucidchart.com
@awsgeek lucidchart.com
Agenda
.oOo.
WhatisMachineLearning?
WhatoptionsarethereonAWS?
Whichshouldyouchoose?
@awsgeek lucidchart.com
“afieldofcomputersciencethatusesstatistical
techniquestogivecomputersystemstheability
to"learn"withdata,withoutbeingexplicitly
programmed” - wikipedia
MachineLearning
@awsgeek lucidchart.com
@awsgeek lucidchart.com
MachineLearning
SupervisedLearning UnsupervisedLearning
Classification Regression Clustering Association
@awsgeek lucidchart.com
Classification
Isitahotdog?
yes
no
@awsgeek lucidchart.com
ArtificialIntelligenceClassification
“a380”
“747”
“737”
“a320”
Output
Inputs
Labels
Model
@awsgeek lucidchart.com@awsgeek
Classification ArtificialIntelligence
@awsgeek lucidchart.com@awsgeek
Classification ArtificialIntelligence
Y=mX+b
@awsgeek lucidchart.com@awsgeek
Classification ArtificialIntelligence
Y=log(X)
@awsgeek lucidchart.com@awsgeek
Classification ArtificialIntelligence
overfit!
@awsgeek lucidchart.com
ArtificialIntelligencePrediction
Unlabeled image
@awsgeek lucidchart.com
ArtificialIntelligencePrediction
Unlabeled image
@awsgeek lucidchart.com
ArtificialIntelligencePrediction
“a320”
Unlabeled image
@awsgeek lucidchart.com
SupervisedLearningSupervisedLearning
Existing
Observations
Future
Predictions
@awsgeek lucidchart.com
SupervisedLearningSupervisedLearning
Advantages:
Youdefinethelabels
Youlabeltheinputs
Youcontroltheaccuracy
Disadvantages:
Canbecomplex
Canrequirealotofeffort
Cantakealotoftime
@awsgeek lucidchart.com
@awsgeek lucidchart.com
MachineLearning
onAWS
@awsgeek lucidchart.comwww.awsgeeklucidchart.com
AWSMachineLearningfor...
✓ Noobs
✓ Geeks
✓ Gurus
@awsgeek lucidchart.com
MachineLearningforNoobs
Servicesthatare:
- FullManaged
- Elastic&Scalable
- HighlyAvailable
- ResilienttoFailure
- CostEffective
NOASSEMBLY
REQUIRED
Machine
learning
viaAPI
@awsgeek lucidchart.comwww.awsgeeklucidchart.com
Translate
Comprehend
Transcribe
Polly
Rekognition
Lex
Texttospeech
Image&videoanalysis
Conversationalbots
Languagetranslation
Naturallanguage
Speechrecognition
@awsgeek lucidchart.com
AmazonRekognition
Deeplearning-basedimage
andvideoanalysis
• Object, scene, activity
detection
• Facial recognition
• Content classification
• Text detection
@awsgeek lucidchart.com
@awsgeek lucidchart.com
<?php
require 'vendor/autoload.php';
$rek = new AwsRekognitionRekognitionClient([
@awsgeek lucidchart.com
<?php
require 'vendor/autoload.php';
$rek = new AwsRekognitionRekognitionClient([
'version' => 'latest',
@awsgeek lucidchart.com
<?php
require 'vendor/autoload.php';
$rek = new AwsRekognitionRekognitionClient([
'version' => 'latest',
'region' => 'us-west-2',
@awsgeek lucidchart.com
<?php
require 'vendor/autoload.php';
$rek = new AwsRekognitionRekognitionClient([
'version' => 'latest',
'region' => 'us-west-2',
'credentials' => [
'key' => 'AKAI ...',
'secret' => 'YiaPmET ...'
]
]);
@awsgeek lucidchart.com
<?php
require 'vendor/autoload.php';
$rek = new AwsRekognitionRekognitionClient([
'version' => 'latest',
'region' => 'us-west-2',
'credentials' => [
'key' => 'AKAI ...',
'secret' => 'YiaPmET ...'
]
]);
Don’tdothis
@awsgeek lucidchart.com
<?php
require 'vendor/autoload.php';
$rek = new AwsRekognitionRekognitionClient([
'version' => 'latest',
'region' => 'us-west-2'
]);
$res = $rek->detectLabels([
@awsgeek lucidchart.com
<?php
require 'vendor/autoload.php';
$rek = new AwsRekognitionRekognitionClient([
'version' => 'latest',
'region' => 'us-west-2'
]);
$res = $rek->detectLabels([
'Image' => [ 'Bytes' => ... ]
@awsgeek lucidchart.com
<?php
require 'vendor/autoload.php';
$rek = new AwsRekognitionRekognitionClient([
'version' => 'latest',
'region' => 'us-west-2'
]);
$res = $rek->detectLabels([
'Image' => [ 'Bytes' => ... ],
'MaxLabels' => 5
@awsgeek lucidchart.com
<?php
require 'vendor/autoload.php';
$rek = new AwsRekognitionRekognitionClient([
'version' => 'latest',
'region' => 'us-west-2'
]);
$res = $rek->detectLabels([
'Image' => [ 'Bytes' => ... ],
'MaxLabels' => 5,
'MinConfidence' => 80
]);
@awsgeek lucidchart.com
<?php
require 'vendor/autoload.php';
$rek = new AwsRekognitionRekognitionClient([
'version' => 'latest',
'region' => 'us-west-2'
]);
$res = $rek->detectLabels([
'Image' => [ 'Bytes' => ... ],
'MaxLabels' => 5,
'MinConfidence' => 80
]);
Results:
Person - 99.3%
Mountain Bike - 99.1%
Outdoors - 83.1%
Crest - 83.0%
Rock - 82.8
@awsgeek lucidchart.com
“That’s an airplane”
@awsgeek lucidchart.comwww.awsgeeklucidchart.com
Translate
Comprehend
Transcribe
Polly
Rekognition
Lex
Texttospeech
Image&videoanalysis
Conversationalbots
Languagetranslation
Naturallanguage
Speechrecognition
@awsgeek lucidchart.com
MachineLearningforNoobs
Servicesthatare:
- FullManaged
- Elastic&Scalable
- HighlyAvailable
- ResilienttoFailure
- CostEffective
NOASSEMBLY
REQUIRED
Usewhen:
- Theymatchyour
requirements
- Youdon’thave
timeorskills
@awsgeek lucidchart.com
GeekNoob Guru
AmazonRekognition,
Polly,Comprehend,Lex,
Translate,Transcribe
Microsoft Azure
@awsgeek lucidchart.com
GeekNoob Guru
AmazonRekognition,
Polly,Comprehend,Lex,
Translate,Transcribe
Cloud(AutoML)Vision,
NaturalLanguage,Translate
Microsoft Azure
@awsgeek lucidchart.com
GeekNoob Guru
AmazonRekognition,
Polly,Comprehend,Lex,
Translate,Transcribe
Cloud(AutoML)Vision,
NaturalLanguage,Translate
CognitiveServices:
Vision,Speech,Language,
Knowledge,SearchMicrosoft Azure
@awsgeek lucidchart.comwww.awsgeeklucidchart.com
AWSMachineLearningfor...
✓ Noobs
✓ Geeks
✓ Gurus
Geeks
@awsgeek lucidchart.com
MachineLearningforGeeks
SOMEASSEMBLY
REQUIRED
Knowingjust
enoughtobe
dangerous
@awsgeek lucidchart.com
AmazonSageMaker
Build,train,anddeploy
MLmodelsatscale
• Ad targeting
• IoT & machine learning
• Credit default prediction
• Content quality prediction
@awsgeek lucidchart.com
<?php
require 'vendor/autoload.php';
$sage = new AwsSageMakerRuntimeSageMakerRuntimeClient([
@awsgeek lucidchart.com
<?php
require 'vendor/autoload.php';
$sage = new AwsSageMakerRuntimeSageMakerRuntimeClient([
'version' => 'latest',
@awsgeek lucidchart.com
<?php
require 'vendor/autoload.php';
$sage = new AwsSageMakerRuntimeSageMakerRuntimeClient([
'version' => 'latest',
'region' => 'us-west-2'
]);
@awsgeek lucidchart.com
<?php
require 'vendor/autoload.php';
$sage = new AwsSageMakerRuntimeSageMakerRuntimeClient([
'version' => 'latest',
'region' => 'us-west-2'
]);
$res = $sage->invokeEndpoint([
@awsgeek lucidchart.com
<?php
require 'vendor/autoload.php';
$sage = new AwsSageMakerRuntimeSageMakerRuntimeClient([
'version' => 'latest',
'region' => 'us-west-2'
]);
$res = $sage->invokeEndpoint([
'Body' => [ 'Bytes' => ... ],
@awsgeek lucidchart.com
<?php
require 'vendor/autoload.php';
$sage = new AwsSageMakerRuntimeSageMakerRuntimeClient([
'version' => 'latest',
'region' => 'us-west-2'
]);
$res = $sage->invokeEndpoint([
'Body' => [ 'Bytes' => ... ],
'ContentType' => 'application/x-image',
@awsgeek lucidchart.com
<?php
require 'vendor/autoload.php';
$sage = new AwsSageMakerRuntimeSageMakerRuntimeClient([
'version' => 'latest',
'region' => 'us-west-2'
]);
$res = $sage->invokeEndpoint([
'Body' => [ 'Bytes' => ... ],
'ContentType' => 'application/x-image',
'EndpointName' => 'classify-aircraft'
]);
@awsgeek lucidchart.com
<?php
require 'vendor/autoload.php';
$sage = new AwsSageMakerRuntimeSageMakerRuntimeClient([
'version' => 'latest',
'region' => 'us-west-2'
]);
$res = $sage->invokeEndpoint([
'Body' => [ 'Bytes' => ... ],
'ContentType' => 'application/x-image',
'EndpointName' => 'classify-aircraft'
]);
Results:
Boeing 737 - 99.3%
Airbus A320 - 32.1%
Airbus A319 - 19.0%
Airbus A318 - 3.0%
Boeing 747 - 0.1%
...
@awsgeek lucidchart.com
@awsgeek lucidchart.com
MachineLearningforGeeks
SOMEASSEMBLY
REQUIRED
Knowingjust
enoughtobe
dangerous
Usewhen:
- Needmore
flexibility
- Wantproviderto
manageinfra
@awsgeek lucidchart.com
GeekNoob Guru
AmazonRekognition,
Polly,Comprehend,Lex,
Translate,Transcribe
Cloud(AutoML)Vision,
NaturalLanguage,Translate
AmazonSageMaker
AWSDeepLens
CognitiveServices:
Vision,Speech,Language,
Knowledge,SearchMicrosoft Azure
@awsgeek lucidchart.com
GeekNoob Guru
AmazonRekognition,
Polly,Comprehend,Lex,
Translate,Transcribe
Cloud(AutoML)Vision,
NaturalLanguage,Translate
AmazonSageMaker
AWSDeepLens
CloudMLEngine
CognitiveServices:
Vision,Speech,Language,
Knowledge,SearchMicrosoft Azure
@awsgeek lucidchart.com
GeekNoob Guru
AmazonRekognition,
Polly,Comprehend,Lex,
Translate,Transcribe
Cloud(AutoML)Vision,
NaturalLanguage,Translate
AmazonSageMaker
AWSDeepLens
CloudMLEngine
AzureMLServicesCognitiveServices:
Vision,Speech,Language,
Knowledge,SearchMicrosoft Azure
@awsgeek lucidchart.comwww.awsgeeklucidchart.com
SomethingforEveryone
✓ Noobs
✓ Geeks
✓ GurusGurus
@awsgeek lucidchart.com
MachinelearningforGurus
Wherethe
rubbermeets
theroad
ASSEMBLY
REQUIRED
@awsgeek lucidchart.com
AWSDeepLearningAMIs
Pre-configured
deeplearning
environments
• MxNet
• TensorFlow
• Gluon
• Caffe
…andmore
• PyTorch
• Chainer
• Theano
• Caffe2
@awsgeek lucidchart.com
GeekNoob Guru
AmazonRekognition,
Polly,Comprehend,Lex,
Translate,Transcribe
Cloud(AutoML)Vision,
NaturalLanguage,Translate
AmazonSageMaker
AWSDeepLens
AWSDeep
LearningAMIs
CloudMLEngine
AzureMLServicesCognitiveServices:
Vision,Speech,Language,
Knowledge,SearchMicrosoft Azure
@awsgeek lucidchart.com
GeekNoob Guru
AmazonRekognition,
Polly,Comprehend,Lex,
Translate,Transcribe
Cloud(AutoML)Vision,
NaturalLanguage,Translate
AmazonSageMaker
AWSDeepLens
AWSDeep
LearningAMIs
CloudDeepLearning
VMImage
CloudMLEngine
AzureMLServicesCognitiveServices:
Vision,Speech,Language,
Knowledge,SearchMicrosoft Azure
@awsgeek lucidchart.com
GeekNoob Guru
AmazonRekognition,
Polly,Comprehend,Lex,
Translate,Transcribe
Cloud(AutoML)Vision,
NaturalLanguage,Translate
AmazonSageMaker
AWSDeepLens
AWSDeep
LearningAMIs
CloudDeepLearning
VMImage
CloudMLEngine
DataScience
VirtualMachines
AzureMLServicesCognitiveServices:
Vision,Speech,Language,
Knowledge,SearchMicrosoft Azure
@awsgeek lucidchart.com
Whichshouldyou
choose?
@awsgeek lucidchart.comlucidchart.com
There’smore
thanoneway
toskinacat
@awsgeek lucidchart.com
End-to-End
Curate Train Deploy
Quality
Quantity
Organization
Scalability
Availability
Resilience
Algorithms
Scalability
Accuracy
@awsgeek lucidchart.com
Amazon
Rekognition
Amazon
SageMaker
DeepLearning
VMImage
Curate
Train
Deploy
Curate
Train
Deploy
Curate
Train
Deploy
AWS
You
@awsgeek lucidchart.com
Noobs Geeks Gurus
Application
Developers
DataScientists
&Practitioners
Machinelearningisfor...
@awsgeek lucidchart.com
Whichisrightforyou?
● Cost
● Team
● Time
● Complexity
● Requirements
● Management
Consider:
@awsgeek lucidchart.comlucidchart.com
@awsgeek lucidchart.com
Aircraft
Detector
TailNumber
Detector
Model
Trainer
Aircraft
Classifier
DLQ
Model
Store
Request
Dispatcher
Request
Queue
Request
Handler
Twitter Secret
Store
Request
Webhook
Permissions TextDetector
1
2 3 4
5
6
7
8 11
9
10
13
12
@awsgeek lucidchart.com
Anysufficientlyadvanced
technologyis indistinguishable
from magic. - Arthur C. Clark
“ ”
@awsgeek lucidchart.com
ThankYou!
Read more:
lucidchart.com/blog/cloud
Follow:
@awsgeekon Twitter
See more:
awsgeek.com

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