AIML Webinar - Improve Education Outcomes

© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark
AWS | Improve Education Outcomes
Durga Prasad Kakaraparthi
Solutions Architect

Our mission at AWS
Put machine learning in the hands
of every developer

M L F R A M E W O R K S &
I N F R A S T R U C T U R E
A I S E R V I C E S
R E K O G N I T I O N
I M A G E
P O L L Y T R A N S C R I B E T R A N S L A T E C O M P R E H E N D
& C O M P R E H E N D
M E D I C A L
L E XR E K O G N I T I O N
V I D E O
Vision Speech Chatbots
A M A Z O N
S A G E M A K E R
B U I L D T R A I N
F O R E C A S TT E X T R A C T P E R S O N A L I Z E
D E P L O Y
Pre-built algorithms & notebooks
Data labeling (G R O U N D T R U T H )
One-click model training & tuning
Optimization (N E O )
One-click deployment & hosting
M L S E R V I C E S
F r a m e w o r k s I n t e r f a c e s I n f r a s t r u c t u r e
E C 2 P 3
& P 3 d n
E C 2 C 5
& C 5 n
F P G A s G R E E N G R A S S
F r e e R T O S
E L A S T I C
I N F E R E N C E
Reinforcement learningAlgorithms & models ( A W S
M A R K E T P L A C E
F O R M A C H I N E L E A R N I N G )
Language Forecasting Recommendations
New New New New
New
New
New
New
New

• Get started quickly with easy-to-launch tutorials
• Hassle-free setup and configuration
• Pay only for what you use – no additional charge for
the AMI
• Accelerate your model training and deployment
• Support for popular deep learning frameworks

AWS
Greengrass
AWS IoT
Tesla V100
120 TFLOPS
Amazon
EC2

1 0 0 G b p s
n e t w o r k i n g
P3dn instances
3 2 G B G P U
m e m o r y
7 6 8 R A M ( S y s t e m
M e m o r y )
S c a l e m o d e l t r a i n i n g p e r f o r m a n c e
a c r o s s m u l t i p l e i n s t a n c e s
P3dn.24xl
3 X f a s t e r n e t w o r k t h r o u g h p u t
t h a n a n y o t h e r p r o v i d e r
2 X a s m u c h G P U m e m o r y t h a n a n y
o t h e r G P U i n s t a n c e f r o m o t h e r
m a j o r p r o v i d e r s
1 0 0 + G B m o r e s y s t e m m e m o r y
t h a n t h e n e x t l a r g e s t i n s t a n c e
a v a i l a b l e f r o m o t h e r p r o v i d e r s
Best price/performance
For model training
P 3 P3dn

Improving Student Outcomes
Ivy Tech - ~170,000 Students Annually
Generate over 100,000,000 rows of data per day about
student and faculty interactions
Predictive model > 80% accuracy to predict student
failure within the first 2 weeks of a 16 week course

Topic modeling helps in
discovering the underlying themes
across a collection of documents
The researchers conducted nearly half a million topic
modeling experiments to study how human language is
processed by computers.
The 1.1 Million vCPU count usage is comparable to the core
count on the largest supercomputers in the world.
Smart city

A I S E R V I C E S
I M A G E
P O L L Y T R A N S C R I B E T R A N S L A T E C O M P R E H E N D
& C O M P R E H E N D
M E D I C A L
L E XR E K O G N I T I O N
V I D E O
A M A Z O N
S A G E M A K E R
B U I L D T R A I N
F O R E C A S TT E X T R A C T P E R S O N A L I Z E
D E P L O Y
Pre-built algorithms & notebooks
Data labeling (G R O U N D T R U T H )
One-click model training & tuning
Optimization (N E O )
One-click deployment & hosting
M L S E R V I C E S
E C 2 P 3
& P 3 d n
E C 2 C 5 F P G A s G R E E N G R A S S
F r e e R T O S
E L A S T I C
I N F E R E N C E
Reinforcement learningAlgorithms & models ( A W S
M A R K E T P L A C E
F O R M A C H I N E L E A R N I N G )
New New New New
New
New
New
New
New

1
2
3
Build and train machine learning models for predictive or analytical applications

1
2
3

Recommend New Test Date
Amazon SageMaker to generate and analyze many millions
of calendars and created an August date and it proved so
popular that there weren't enough seats the first year.
In our nearly 100 years of doing the SAT, we had never
considered August.

© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark
Every day Grammarly’s algorithms help millions of
people communicate more effectively by offering
writing assistance on multiple platforms across
devices.
Identify written content quality
using Amazon SageMaker

Amazon SageMaker RL
Reinforcement learning for every developer and data scientist
K E Y F E A T U R E S
2D & 3D physics
environments and
OpenGym support
Support Amazon Sumerian,
AWS RoboMaker and the open
source Robotics Operating
System (ROS) project
Example notebooks
and tutorials

• Build machine learning models in Amazon
SageMaker
• Train, test, and iterate on the track using the
AWS DeepRacer 3D racing simulator
• Compete in the world’s first global autonomous
racing league, to race for prizes and a chance to
advance to win the coveted AWS DeepRacer Cup
A fully autonomous 1/18th-scale race car designed to help you learn about
reinforcement learning through autonomous driving

• Purpose-built for ML-skills development
• Fully programmable & customizable
• Build custom Amazon SageMaker models
• 10-minutes to your first deep learning project
The world’s first deep learning-enabled video camera for developers

Amazon Textract table detection
TABLE
DATA
Method Num. clusters Rand index
TM-score 8 89.7%
FPFH 9 89.3%
3DSC 9 89.5%
RSD 7 92.0%
VFH 8 85.3%
Combined
silhouette weights
7 92.2%
Combined equal
weights
7 90.2%

Graceland, Memphis
Presley, Elvis Aaron
TCB Limited
12-12-1234
TN
01 08 1935 X
901 987-6543
3765 Elvis Presley Blvd.
38116
X RCA Records
Rock n Roll Health
X
Presley, Elvis Aaron
Government forms (e.g. FDA new drug
application, financial disclosure form,
incident reporting)
Tax forms (US – e.g. W2, 1099-MISC, 990,
1040; UK – e.g. P45; Canada – e.g. T4, T5)
Amazon Textract forms

Amazon Personalize: How it works
Amazon Personalize

Personalizing
customer experiences
Domino’s uses Amazon Personalize to customize
and scale relevant marketing communications to
customers based on time, context, and content,
thereby improving and enhancing their
experience with the Domino’s brand.

Amazon Forecast: How it works
Amazon Forecast

Protecting children’s
rights
Bachpan Bachao Andolan uses Amazon
Rekognition to match online information against
reports of abandoned and missing children.

Uses AWS to Deliver Cutting-
Edge Content to 15 Million
Students
Launched a product in India that takes advantage of the Amazon
Alexa intelligent personal assistant to deliver audio-based
educational content on the Amazon Echo device.

2 Million students globally
engage with course video
Automated speech recognition
Students focus on class time rather than
notetaking using Amazon Transcribe

Language-learning platform with
170M users using text-to-speech
text-to-speech
provide high-quality language education for reliably serving
audio to millions of language learners every day.

Amazon Sumerian
The fastest and easiest way to
create VR, AR, and 3D experiences

A I S E R V I C E S
I M A G E
P O L L Y T R A N S C R I B E T R A N S L A T E L E XR E K O G N I T I O N
V I D E O
M L S E R V I C E S
E C 2 P 3
& P 3 d n
E C 2 C 5 F P G A s G R E E N G R A S S E L A S T I C
I N F E R E N C E
T E X T R A C T
New
C O M P R E H E N D
C O M P R E H E N D
M E D I C A L
New NewNew
F O R E C A S T P E R S O N A L I Z E
A M A Z O N
S A G E M A K E R
G R O U N D T R U T H
New
N O T E B O O K S M A R K E T P L A C E
New
A L G O R I T H M S R E I N F O R C E M E N T
L E A R N I N G
New
T R A I N I N G
O P T I M I Z A T I O N
( N E O )
New
D E P L O Y M E N T
H O S T I N G

Assess your structured
and unstructured
data sources
Create
the loop
1.
Connect technology
initiatives with
business outcomes
Advance your
data strategy
Put machine learning
in the hands of
your developers
Organize
for success
2. 3.
?

Practical education on ML for new & experienced practitioners
Based on the same material used to train Amazon developers
A variety of learning paths from Developer to Data Scientist
https://aws.amazon.com/training/course-descriptions/machine-learning/
https://aws.amazon.com/training/course-descriptions/deep-learning/
ML Training
AWS Machine Learning University

ML Solutions Lab
Brainstorming
Custom modeling
Training
Work side-by-side with Amazon experts
https://aws.amazon.com/ml-solutions-lab/
How we can help…

kakdurga@amazon.com
ml.aws

AIML Webinar - Improve Education Outcomes

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