AutoML with Auto-Keras培训

课程编码

autokeras

课程时长

14 小时 通常来说是2天,包括中间休息。

要求

  • Experience working with machine learning models.
  • Python programming experience is helpful but not necessary.

Audience

  • Data analysts
  • Subject matter experts (domain experts)
  • Data scientists

课程概览

自动 keras (也称为 autokeras 或 auto keras) 是用于自动机器学习 (autml) 的开源 python 库。

该教师指导的现场培训 (现场或远程) 的对象是数据科学家以及希望使用 aut航 keras 自动选择和优化机器学习模型的过程的较少技术人员

到本次培训结束时, 学员将能够:

  • 自动化培训高效机器学习模型的过程。
  • 自动搜索深度学习模型的最佳参数。
  • 构建高精度的机器学习模型.
  • 利用机器学习的力量来解决现实世界中的业务问题
课程

格式

  • 互动讲座和讨论.
  • 大量的练习和练习
  • 在现场实验室环境中的实际实现。

课程自定义选项

  • 要要求本课程的定制培训, 请联系我们安排
  • 要了解更多有关自动 keras 的信息, 请访问: https://autokeras.com/

Machine Translated

课程大纲

Introduction

Setting up a Working Environment

Installing Auto-Keras

Anatomy of a Standard Machine Learning Workflow

How Auto-Keras Automates the Machine Learning Workflow

Searching for the Best Neural Network Architecture with NAS (Neural Architecture Search)

Case Study: AutoML with Auto-Keras

Downloading a Dataset

Building a Machine Learning Model

Training and Testing the Model

Tuning the Hyperparameters

Building, Training, and Testing Additional Models

Tweaking the Hyperparameters to Improve Accuracy

Configuring Auto-Keras for Deep Learning Models

Troubleshooting

Summary and Conclusion

课程分类

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