AutoML with Auto-Keras培訓

課程代碼

autokeras

課程時長

14 時間: 同常來說包括休息是 2天

最低要求

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

Audience

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

概觀

自動 keras (也稱為 autokeras 或 auto keras) 是用於自動機器學習 (autml) 的開源 python 庫。

該教師指導的現場培訓 (現場或遠端) 的物件是資料科學家以及希望使用 aut航 keras 自動選擇和優化機器學習模型的過程的較少技術人員

到本次培訓結束時, 學員將能夠:

  • 自動化培訓高效機器學習模型的過程。
  • 自動搜索深度學習模型的最佳參數。
  • 構建高精度的機器學習模型.
  • 利用機器學習的力量來解決現實世界中的業務問題
課程

格式

  • 互動講座和討論.
  • 大量的練習和練習
  • 在現場實驗室環境中的實際實現。

課程自訂選項

  • 要要求本課程的定制培訓, 請聯繫我們安排
  • 要瞭解更多有關自動 keras 的資訊, 請訪問: HTTPs://autokeras.com/

Machine Translated

課程簡介

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

課程分類

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