accelerate your machine learning workflows with amazon sagemaker
TRANSCRIPT
Accelerate your Machine Learning workflows with Amazon SageMaker
Julien Simon, AI Evangelist, EMEA@julsimon
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
PlatformServices
AWS ML Stack
Deploy machine learning models with high-performance machine learning algorithms, broad framework support, and one-click training, tuning, and
inference.
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
End-to-End Machine Learning
Platform
Zero setup Flexible Model Training
Pay by the second
$
Amazon SageMakerBuild, train, and deploy machine learning models at scale
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Highly-optimized machine learning
algorithms
BuildPre-built notebook instances
Amazon SageMaker
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Highly-optimized machine learning
algorithms
One-click training for ML, DL, and
custom algorithms
BuildPre-built notebook instances
Easier training with hyperparameter
optimization
Train
Amazon SageMaker
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
One-click training for ML, DL, and
custom algorithms
Easier training with hyperparameter
optimization
Highly-optimized machine learning
algorithms
Deployment without
engineering effort
Fully-managed hosting at scale
BuildPre-built notebook instances
Deploy Train
Amazon SageMaker
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Amazon SageMaker customers
https://aws.amazon.com/sagemaker/customers/
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Demos1. Off-the-shelf algorithm:
classifying MNIST with XGBoost
2. Train with your own code: classifying the Iris data set with a DNN in Tensorflow
3. Deploying your own pre-trained model: clustering MNIST with k-means in scikit-learn
4. Bring your own algorithm: classifying the Iris data set with Decisions Trees in scikit-learn
FRAMEWO RKS AND INTERFACES
PLATFORM SERVICES
APPLICATION SERVICES
Amazon Rekognit ion Amazon Polly Amazon Lex
Democratization of AI
Amazon Rekognit ion Video
Amazon Transcr ibe
Amazon Comprehend
Amazon SageMaker AWS DeepLens Amazon EMR
Deep Learning AMI
Amazon Translate
© 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved.
Resources
https://aws.amazon.com/machine-learninghttps://aws.amazon.com/blogs/ai
https://medium.com/@julsimon
Thank you!
Julien Simon, AI Evangelist, EMEA@julsimon