AWS SageMaker Complete Course| PyTorch & Tensorflow in NLP
- Description
- Curriculum
- FAQ
- Reviews
This course is complete guide of AWS SageMaker wherein student will learn how to build, deploy SageMaker models by brining on-premises docker container and integrate it to SageMaker. Course will also do deep drive on how to bring your own algorithms in AWS SageMaker Environment. Course will also explain how to use pre-built optimized SageMaker Algorithm.
Course will also do deep drive how to create pipeline and workflow so model could be retrained and scheduled automatically.
This course will give you fair ideas of how to build Transformer framework in Keras for multi class classification use cases. Another way of solving multi class classification by using pre-trained model like Bert .
Both the Deep learning model later encapsulated in Docker in local machine and then later push back to AWS ECR repository.
This course offers:
What is SageMaker and why it is required
SageMaker Machine Learning lifecycle
SageMaker Architecture
SageMaker training techniques:
Bring your own docker container from on premise to SageMaker
Bring your own algorithms from local machine to SageMaker
SageMaker Pre built Algorithm
SageMaker Pipeline development
Schedule the SageMaker Training notebook
More than 5 hour course are provided which helps beginners to excel in SageMaker and will be well versed with build, train and deploy the models in SageMaker
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6Bring your Docker container-Part1Video lesson
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7Bring your Docker container-Part2Video lesson
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8Bring your Docker container-Part3Video lesson
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9Bring your Docker container-Part4Video lesson
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10Bring your Docker container-Part5Video lesson
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11Bring your Docker container-Part6Video lesson
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12Bring your Docker container-Trouble Shooting Part7Video lesson
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13Bring your Docker container-Part8Video lesson
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14Bring your BERT Docker container-Part1Video lesson
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15Bring your BERT Docker container-Part2Video lesson
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16Bring your BERT Docker container-Part3Video lesson
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17Bring your BERT Docker container-Part4Video lesson
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18Bring your BERT Docker container-Part5Video lesson
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19Bring your BERT Docker container-Part6Video lesson
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20Bring your BERT Docker container-Part7Video lesson
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28SageMaker Pre-built Algorithm: Linear Regression-Part1Video lesson
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29SageMaker Pre-built Algorithm: Linear Regression-Part2Video lesson
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30SageMaker Pre-built Algorithm: Linear Regression-Part3Video lesson
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31SageMaker Pre-built Algorithm: Linear Regression-Part4Video lesson
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32SageMaker Pre-built Algorithm: Linear Regression-Part5Video lesson
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