Course Code: pythonadvml
Duration: 21 hours
Prerequisites:
  • Python 程式設計經驗
  • 了解機器學習的基本原理

觀眾

  • 開發人員
  • 分析師
  • 數據科學家
Overview:

在這個由講師指導的現場培訓中,參與者將學習 Python 中最相關和最前沿的機器學習技術,同時構建一系列涉及圖像、音樂、文本和財務數據的演示應用程式。

在本次培訓結束時,參與者將能夠:

  • 實施機器學習演算法和技術來解決複雜問題。
  • 將深度學習和半監督學習應用於涉及圖像、音樂、文本和財務數據的應用程式。
  • 將 Python 演算法推向最大潛力。
  • 使用 NumPy 和 Theano 等庫和包。

課程形式

  • 部分講座、部分討論、練習和大量動手實踐
Course Outline:

介紹

描述未標記數據的結構

  • 無監督 Machine Learning

識別、聚類和生成圖像、視頻序列和動作捕捉數據

  • 深度置信網路 (DBN)

從損壞的 (嘈雜) 版本重建原始輸入數據

  • 特徵選擇和提取
  • 堆疊降噪自動編碼器

分析視覺圖像

  • 捲積 Neural Networks

更好地了解數據結構

  • 半監督學習

瞭解文字數據

  • 文本特徵提取

構建高度準確的預測模型

  • 改進 Machine Learning 結果
  • 集成方法

總結和結論

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