AutoML培訓

課程代碼

automl

課程時長

14 時間: 同常來說包括休息是 2天

最低要求

  • Experience with machine learning algorithms.
  • Python or R programming experience.

Audience

  • Data analysts
  • Data scientists
  • Data engineers
  • Developers

概觀

automl 是一種方便使用的機器學習軟體, 它自動完成選擇理想的機器學習演算法、其參數設置和預處理方法所需的大量工作。

本教師指導的現場培訓 (現場或遠端) 針對具有機器學習背景的技術人員, 他們希望優化用於檢測大資料中複雜模式的機器學習模型

到本次培訓結束時, 學員將能夠:

  • 安裝和評估各種開源自動 ml 工具.
  • 培訓高品質的機器學習模型。
  • 有效地解決不同類型的監督機器學習問題.
  • 只編寫必要的代碼來啟動自動化機器學習過程.
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
  • 要瞭解有關 automl 的更多資訊, 請訪問: HTTPs://www.automl.org/

Machine Translated

課程簡介

Introduction

Setting up a Working Environment

Overview of AutoML Features

How AutoML Explores Algorithms

  • Gradient Boosting Machines (GBMs), Random Forests, GLMs, etc.

Solving Problems by Use-Case

Solving Problems by Training Data Type

Data Privacy Considerations

Cost Considerations

Preparing Data

Working with Numeric and Categorical Data

  • IID tabular data (H2O AutoML, auto-sklearn, TPOT)

Working with Time Dependent Data (Time-Series Data)

Classifying Raw Text

Classifying Raw Image Data

  • Deep Learning and Neural Architecture Search (TensorFlow, PyTorch, Auto-Keras, etc.)

Deploying an AutoML Method

A Look at the Algorithms Inside AutoML

Ensembling Different Models Together

Troubleshooting

Summary and Conclusion

客戶評論

★★★★★
★★★★★

課程分類

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