TensorFlow Extended (TFX)培训

课程编码

tfx

课程时长

21 小时 通常来说是3天,包括中间休息。

要求

  • An understanding of DevOps concepts
  • Machine learning development experience
  • Python programming experience

Audience

  • Data scientists
  • ML engineers
  • Operation engineers

课程概览

TensorFlow Extended (TFX) is an end-to-end platform for deploying production ML pipelines.

This instructor-led, live training (online or onsite) is aimed at data scientists who wish to go from training a single ML model to deploying many ML models to production.

By the end of this training, participants will be able to:

  • Install and configure TFX and supporting third-party tools.
  • Use TFX to create and manage a complete ML production pipeline.
  • Work with TFX components to carry out modeling, training, serving inference, and managing deployments.
  • Deploy machine learning features to web applications, mobile applications, IoT devices and more.

Format of the Course

  • Interactive lecture and discussion.
  • Lots of exercises and practice.
  • Hands-on implementation in a live-lab environment.

Course Customization Options

  • To request a customized training for this course, please contact us to arrange.

课程大纲

Introduction

Setting up TensorFlow Extended (TFX)

Overview of TFX Features and Architecture

Understanding Pipelines and Components

Working with TFX Components

Ingesting Data

Validating Data

Tranforming a Data Set

Analyzing a Model

Feature Engineering

Training a Model

Orchestrating a TFX Pipeline

Managing Meta Data for ML Pipelines

Model Versioning with TensorFlow Serving

Deploying a Model to Production

Troubleshooting

Summary and Conclusion

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