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Suman Debnath
Principal Developer Advocate
Artificial Intelligence with AWS
@_sumand
Amazon’s ML Innovation
@_sumand
ML @ AWS
OUR MISSION
Put machine learning in the
hands of every developer
and data scientist
@_sumand
Deep Learning
AMIs & Containers
GPUs and
CPUs
Inferentia
Elastic
Inference
FPGA
N EW! N EW! N EW!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
The broadest and most complete set of machine learning capabilities
@_sumand
Ground Truth
data labelling
ML
Marketplace
SageMaker Studio IDE
SageMaker
Notebooks
SageMaker
Experiments
SageMaker
Debugger
SageMaker
Autopilot
SageMaker
Model Monitor
Model
training
Model
tuning
Model
hosting
Built-in
algorithms
SageMaker
Neo
N EW!
N E W !
N EW! N EW!N EW!
Deep Learning
AMIs & Containers
GPUs and
CPUs
Inferentia
Elastic
Inference
FPGA
N EW!
N EW! N EW! N EW!
A M A Z O N
S A G E M A K E R
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
The broadest and most complete set of machine learning capabilities
@_sumand
Amazon
Rekognition
Amazon
Personalize
Amazon
Textract
Amazon
Comprehend
Amazon
Translate
Amazon
Polly
Amazon
Transcribe
+ Medical
Amazon
Lex
V I S I O N T E X T C H A T B O T SS P E E C H P E R S O N A L I Z A T I O N
Ground Truth
data labelling
ML
Marketplace
SageMaker Studio IDE
SageMaker
Notebooks
SageMaker
Experiments
SageMaker
Debugger
SageMaker
Autopilot
SageMaker
Model Monitor
Model
training
Model
tuning
Model
hosting
Built-in
algorithms
SageMaker
Neo
N EW!
N E W !
N EW! N EW!N EW!
Deep Learning
AMIs & Containers
GPUs and
CPUs
Inferentia
Elastic
Inference
FPGA
N EW!
N EW! N EW! N EW!
A M A Z O N
S A G E M A K E R
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
Amazon
Forecast
F O R E C A S T I N G
The broadest and most complete set of machine learning capabilities
@_sumand
Amazon Rekognition
Deep learning-based image & video analysis
@_sumand
Object & Scene Detection
@_sumand
Facial Analysis
@_sumand
Amazon Polly
“The temperature
in Kolkata is 29°C”
“The temperature
in Kolkata is 29 degrees
Celsius”
Amazon Polly
Text in; lifelike speech out
Key Features
• 60+ Voices
• 25+ Languages
• Fine-grained Voice Control
• Custom Vocabularies
@_sumand
Amazon Comprehend
Extract insights from text
Amazon.com, Inc. is located in
Seattle, WA and was founded
July 5th, 1994 by Jeff Bezos. Our
customers love buying everything
from books to blenders at great
prices
Named Entities
- Amazon.com: Organization
- Seattle, WA: Location
- July 5th,1994: Date
- Jeff Bezos: Person
Keyphrases
- Our customers
- books
- blenders
- great prices
Sentiment
Positive
Language
English
@_sumand
Ok, enough lecture, can we see the CODE please !
Where to START
@_sumand
Partnerships
with MOOCs
AWS DeepRacer
Reinforcement
Learning
Hands-on learning
AWS DeepLens
Deep Learning
Training + certification
AWS ML Training
and Certification
AWS DeepComposer
Generative AI
@_sumand
Thank You
Suman Debnath
Principal Developer Advocate
ml.aws
@_sumand

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AWS AI Services 101

  • 1. Suman Debnath Principal Developer Advocate Artificial Intelligence with AWS @_sumand
  • 3. ML @ AWS OUR MISSION Put machine learning in the hands of every developer and data scientist @_sumand
  • 4. Deep Learning AMIs & Containers GPUs and CPUs Inferentia Elastic Inference FPGA N EW! N EW! N EW!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 The broadest and most complete set of machine learning capabilities @_sumand
  • 5. Ground Truth data labelling ML Marketplace SageMaker Studio IDE SageMaker Notebooks SageMaker Experiments SageMaker Debugger SageMaker Autopilot SageMaker Model Monitor Model training Model tuning Model hosting Built-in algorithms SageMaker Neo N EW! N E W ! N EW! N EW!N EW! Deep Learning AMIs & Containers GPUs and CPUs Inferentia Elastic Inference FPGA N EW! N EW! N EW! N EW! A M A Z O N S A G E M A K E R 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 The broadest and most complete set of machine learning capabilities @_sumand
  • 6. Amazon Rekognition Amazon Personalize Amazon Textract Amazon Comprehend Amazon Translate Amazon Polly Amazon Transcribe + Medical Amazon Lex V I S I O N T E X T C H A T B O T SS P E E C H P E R S O N A L I Z A T I O N Ground Truth data labelling ML Marketplace SageMaker Studio IDE SageMaker Notebooks SageMaker Experiments SageMaker Debugger SageMaker Autopilot SageMaker Model Monitor Model training Model tuning Model hosting Built-in algorithms SageMaker Neo N EW! N E W ! N EW! N EW!N EW! Deep Learning AMIs & Containers GPUs and CPUs Inferentia Elastic Inference FPGA N EW! N EW! N EW! N EW! A M A Z O N S A G E M A K E R 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 Amazon Forecast F O R E C A S T I N G The broadest and most complete set of machine learning capabilities @_sumand
  • 7. Amazon Rekognition Deep learning-based image & video analysis @_sumand
  • 8. Object & Scene Detection @_sumand
  • 10. Amazon Polly “The temperature in Kolkata is 29°C” “The temperature in Kolkata is 29 degrees Celsius” Amazon Polly Text in; lifelike speech out Key Features • 60+ Voices • 25+ Languages • Fine-grained Voice Control • Custom Vocabularies @_sumand
  • 11. Amazon Comprehend Extract insights from text Amazon.com, Inc. is located in Seattle, WA and was founded July 5th, 1994 by Jeff Bezos. Our customers love buying everything from books to blenders at great prices Named Entities - Amazon.com: Organization - Seattle, WA: Location - July 5th,1994: Date - Jeff Bezos: Person Keyphrases - Our customers - books - blenders - great prices Sentiment Positive Language English @_sumand
  • 12. Ok, enough lecture, can we see the CODE please !
  • 14. Partnerships with MOOCs AWS DeepRacer Reinforcement Learning Hands-on learning AWS DeepLens Deep Learning Training + certification AWS ML Training and Certification AWS DeepComposer Generative AI @_sumand
  • 15.
  • 16. Thank You Suman Debnath Principal Developer Advocate ml.aws @_sumand