Overview

During the workshop, the audience will gain not only a holistic overview of the TensorFlow ecosystem but will also learn the necessary steps to bring ML projects from experiments to production. With the knowledge, the participants can translate their ML projects into TFX pipelines and simplify their ML model production processes.

Hannes Hapke is a senior machine learning for Concur Labs at SAP Concur, where he explores innovative ways to use machine learning to improve the experience of a business traveler.  He was recognized as a Google Developer Expert for ML and has co-authored two machine learning publications: "Building Machine Learning Pipeline" by O'Reilly Media and "NLP in Action" by Manning Publications. 




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Workshop Overview

  • 1

    Build an ML pipeline for BERT models with TensorFlow Extended – An end-to-end Tutorial

    • Workshop Overview and Author Bio

    • Ai+ Getting Started Guide

    • Meet the Instructor and Takeaways From Session

    • ML Engineering & Transformer Models

    • TensorFlow Ecosystem

    • Example in Colab Notebook

    • Workshop Slides

    • Workshop Notebook

Instructor Bio:

Hannes Hapke

Senior Machine Learning Engineer | SAP Concur

Hannes Hapke

Hannes Hapke is a senior machine learning for Concur Labs at SAP Concur, where he explores innovative ways to use machine learning to improve the experience of a business traveler. Prior to joining SAP Concur, Hannes solved machine learning and ML infrastructure problems in various industries including healthcare, retail, recruiting, and renewable energies. He was recognized as a Google Developer Expert for ML and has co-authored two machine learning publications: "Building Machine Learning Pipeline" by O'Reilly Media and "NLP in Action" by Manning Publications.