Based on this O'Reilly Book: Data Science on AWS

Title

Build an AI/ML pipeline with BERT, TensorFlow and Amazon SageMaker

RSVP Workshop Here:  https://www.eventbrite.com/e/full-day-workshop-kubeflow-kerastensorflow-20-tf-extended-tfx-kubernetes-pytorch-xgboost-airflow-tickets-63362929227

Description

In this hands-on workshop, we will build an end-to-end AI/ML pipeline for natural language processing with Amazon SageMaker.

You will learn how to:

• Ingest data into S3 using Amazon Athena and the Parquet data format

• Visualize data with pandas, matplotlib in Jupyter notebooks

• Run data bias analysis with SageMaker Clarify

• Perform feature engineering on a raw dataset using Scikit-Learn and SageMaker Processing Jobs

• Store and share features using SageMaker Feature Store

• Train and evaluate a custom BERT model using TensorFlow, Keras, and SageMaker Training Jobs

• Evaluate the model using SageMaker Processing Jobs

• Track model artifacts using Amazon SageMaker ML Lineage Tracking

• Run model bias and explainability analysis with SageMaker Clarify

• Register and version models using SageMaker Model Registry

• Deploy a model to a REST Inference Endpoint using SageMaker Endpoints

• Automate ML workflow steps by building end-to-end model pipelines using SageMaker Pipelines

Pre-requisites

Modern browser - and that's it!

Every attendee will receive a cloud instance

Nothing will be installed on your local laptop

Everything can be downloaded at the end of the workshop

Location

Online Workshop

The link will be sent a few hours before the start of the workshop. 

Only registered users will receive the link.

If you do not receive the link a few hours before the start of the workshop, please send your Eventbrite registration confirmation to support@pipeline.ai for help.

RSVP Here:  https://www.eventbrite.com/e/full-day-workshop-kubeflow-kerastensorflow-20-tf-extended-tfx-kubernetes-pytorch-xgboost-airflow-tickets-63362929227

Related Links

Website:  https://datascienceonaws.com

YouTube: https://youtube.datascienceonaws.com

Slideshare: https://slideshare.datascienceonaws.com

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

Meetup:  https://meetup.com/Data-Science-on-AWS/

Support:  https://support.pipeline.ai

Monthly Webinar:  https://www.eventbrite.com/e/webinar-pipelineai-kubeflow-tensorflow-extended-tfx-airflow-gpu-tpu-spark-ml-tensorflow-ai-tickets-45852865154

RSVP Workshop Here:  https://www.eventbrite.com/e/full-day-workshop-kubeflow-kerastensorflow-20-tf-extended-tfx-kubernetes-pytorch-xgboost-airflow-tickets-63362929227