Data Science on AWS - Workshop and O'Reilly Book - Feb 20 2021

Agenda

1) Ingest data into S3 and use Amazon Athena and SageMaker Studio notebooks to explore the data

2) Visualize dataset with SageMaker Studio, Matplotlib, and Seaborn

3) Prepare data for training a BERT model with SageMaker Processing Jobs

4) Train a BERT model with TensorFlow 2.x and Keras ML and SageMaker Training Jobs

5) Deploy your BERT model as a REST endpoint as a SageMaker Endpoint

6) Build a repeatable MLOps pipeline with SageMaker Pipelines

Book
Data Science on AWS: ttps://www.amazon.com/dp/1492079391/

Authors
Chris Fregly: https://www.linkedin.com/in/cfregly/
Antje Barth: https://www.linkedin.com/in/antje-barth/

Website
https://www.datascienceonaws.com/

Workshop
https://www.eventbrite.com/e/full-day-workshop-kubeflow-bert-gpu-tensorflow-keras-sagemaker-tickets-63362929227

Monthly Webinar
https://www.meetup.com/data-science-on-aws/events/kszdfsyccfbtb/

Github Repo
https://github.com/data-science-on-aws/workshop

Meetup
https://www.meetup.com/data-science-on-aws/

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