[Workshop] Build AI/ML pipeline with BERT, TensorFlow, and Amazon SageMaker

Chris Fregly is a Principal Solution Architect for Generative Ai at Amazon Web Services (AWS) based in San Francisco. He regularly speaks at AI and ML conferences across the globe.  Previously, Chris was Founder at PipelineAI, Solutions Engineer at Databricks, and Software Engineer at Netflix.

Chris Fregly

Based on this O&#x27;Reilly Book: <a href="https://www.amazon.com/dp/1492079391/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">Data Science on AWS</a><a href="https://www.amazon.com/dp/1492079391/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer"></a>TitleBuild an AI/ML pipeline with BERT, TensorFlow and Amazon SageMakerRSVP Workshop Here:  <a href="https://www.eventbrite.com/e/full-day-workshop-kubeflow-kerastensorflow-20-tf-extended-tfx-kubernetes-pytorch-xgboost-airflow-tickets-63362929227" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">https://www.eventbrite.com/e/full-day-workshop-kubeflow-kerastensorflow-20-tf-extended-tfx-kubernetes-pytorch-xgboost-airflow-tickets-63362929227</a>DescriptionIn 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 PipelinesPre-requisitesModern browser - and that&#x27;s it!Every attendee will receive a cloud instanceNothing will be installed on your local laptopEverything can be downloaded at the end of the workshopLocationOnline WorkshopThe 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:  <a href="https://www.eventbrite.com/e/full-day-workshop-kubeflow-kerastensorflow-20-tf-extended-tfx-kubernetes-pytorch-xgboost-airflow-tickets-63362929227" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">https://www.eventbrite.com/e/full-day-workshop-kubeflow-kerastensorflow-20-tf-extended-tfx-kubernetes-pytorch-xgboost-airflow-tickets-63362929227</a>Related LinksWebsite:  <a href="https://datascienceonaws.com" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">https://datascienceonaws.com</a>YouTube: <a href="https://datascienceonaws.com" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">https://youtube.datascienceonaws.com</a>Slideshare: <a href="https://slideshare.datascienceonaws.com" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">https://slideshare.datascienceonaws.com</a>GitHub Repo: <a href="https://github.com/data-science-on-aws/workshop" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">https://github.com/data-science-on-aws/workshop</a>Meetup:  <a href="https://meetup.com/Advanced-Kubeflow/" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">https://meetup.com/Data-Science-on-AWS/</a>Support:  <a href="https://support.pipeline.ai" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">https://support.pipeline.ai</a>Monthly Webinar:  <a href="https://www.eventbrite.com/e/webinar-pipelineai-kubeflow-tensorflow-extended-tfx-airflow-gpu-tpu-spark-ml-tensorflow-ai-tickets-45852865154" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">https://www.eventbrite.com/e/webinar-pipelineai-kubeflow-tensorflow-extended-tfx-airflow-gpu-tpu-spark-ml-tensorflow-ai-tickets-45852865154</a><a href="https://www.eventbrite.com/e/full-day-workshop-kubeflow-gpu-kerastensorflow-20-tf-extended-tfx-kubernetes-pytorch-xgboost-tickets-63362929227" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer"></a>RSVP Workshop Here:  <a href="https://www.eventbrite.com/e/full-day-workshop-kubeflow-kerastensorflow-20-tf-extended-tfx-kubernetes-pytorch-xgboost-airflow-tickets-63362929227" target="_blank" data-msys-clicktrack="0" rel="nofollow noopener noreferrer">https://www.eventbrite.com/e/full-day-workshop-kubeflow-kerastensorflow-20-tf-extended-tfx-kubernetes-pytorch-xgboost-airflow-tickets-63362929227</a>

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[Workshop] Build AI/ML pipeline with BERT, TensorFlow, and Amazon SageMaker

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[Workshop] Build AI/ML pipeline with BERT, TensorFlow, and Amazon SageMaker

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