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AWS AI Services 101
The document discusses Amazon's machine learning capabilities including frameworks, infrastructure, services, and tools. It provides overviews of Amazon SageMaker for training and hosting machine learning models, Amazon AI Services for vision, text, speech and personalization, as well as individual services like Amazon Rekognition, Polly, Comprehend and Forecast. It also discusses opportunities for machine learning training and education through partnerships, programs like AWS DeepRacer and AWS DeepLens, and AWS ML certification.
AWS AI Services 101
- 1. Suman Debnath Principal DeveloperAdvocate Artificial Intelligence with AWS @_sumand
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- 3. ML @ AWS OURMISSION 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 SageMakerStudio 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 IS 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-basedimage & video analysis @_sumand
- 8. Object & SceneDetection @_sumand
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- 10. Amazon Polly “The temperature inKolkata 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 insightsfrom 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 !
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- 14. Partnerships with MOOCs AWS DeepRacer Reinforcement Learning Hands-onlearning AWS DeepLens Deep Learning Training + certification AWS ML Training and Certification AWS DeepComposer Generative AI @_sumand
- 16. Thank You Suman Debnath PrincipalDeveloper Advocate ml.aws @_sumand