Course Code: opencv4deep
Duration: 14 hours
Prerequisites:
  • 基本程式設計經驗

觀眾

  • 軟體工程師
Overview:

OpenCV 是一個程式設計函數庫,用於使用計算機演算法破譯圖像。OpenCV 4 是最新的 OpenCV 版本,它提供了優化的模組化、更新的演算法等。借助 OpenCV 4 和 Python,使用者將能夠查看、載入和分類圖像和視頻,以實現高級圖像識別。

這種以講師為主導的現場培訓(現場或遠端)針對希望在Python和OpenCV 4中程式設計以進行深度學習的軟體工程師。

在培訓結束時,參與者將能夠:

  • 使用 OpenCV 查看、載入和分類圖像和視頻 4.
  • 在 OpenCV 4 中使用 TensorFlow 和 Keras 實現深度學習。
  • 運行深度學習模型,並從圖像和視頻中生成有影響力的報告。

課程形式

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

課程定製選項

  • 如需申請此課程的定製培訓,請聯繫我們進行安排。
Course Outline:

介紹

什麼是人工智慧

  • 計算心理學
  • 計算哲學

Deep Learning

  • 人工神經網路
  • 深度學習與機器學習

準備開發環境

  • 安裝和設定 OpenCV

OpenCV 4 快速入門

  • 查看圖像
  • 使用顏色通道
  • 觀看視頻

Deep Learning Computer Vision

  • 使用 DNN 模組
  • 使用深度學習模型
  • 使用 SSD

Neural Networks

  • 使用不同的訓練方法
  • 衡量績效

捲積 Neural Networks

  • 訓練和設計CNN
  • 在 Keras 中構建CNN
  • 匯入數據
  • 保存、載入和顯示模型

分類

  • 構建和訓練分類器
  • 拆分數據
  • 提高結果和值的準確性

總結和結論

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