Course Code: opencv4deep
Duration: 14 hours
Prerequisites:
  • 基本编程经验

观众

  • 软件工程师
Overview:

OpenCV 是一个编程函数库,用于使用计算机算法破译图像。OpenCV 4 是最新的 OpenCV 版本,它提供了优化的模块化、更新的算法等。借助 OpenCV 4 和 Python,用户将能够查看、加载和分类图像和视频,以实现高级图像识别。

这种以讲师为主导的现场培训(现场或远程)针对希望在Python和OpenCV 4中编程以进行深度学习的软件工程师。

在培训结束时,参与者将能够:

  • 使用 OpenCV 查看、加载和分类图像和视频 4.
  • 在 OpenCV 4 中使用 TensorFlow 和 Keras 实现深度学习。
  • 运行深度学习模型,并从图像和视频中生成有影响力的报告。

课程形式

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

课程定制选项

  • 如需申请此课程的定制培训,请联系我们进行安排。
Course Outline:

介绍

什么是人工智能

  • 计算心理学
  • 计算哲学

Deep Learning

  • 人工神经网络
  • 深度学习与机器学习

准备开发环境

  • 安装和配置 OpenCV

OpenCV 4 快速入门

  • 查看图像
  • 使用颜色通道
  • 观看视频

Deep Learning Computer Vision

  • 使用 DNN 模块
  • 使用深度学习模型
  • 使用 SSD

Neural Networks

  • 使用不同的训练方法
  • 衡量绩效

卷积 Neural Networks

  • 训练和设计 CNN
  • 在 Keras 中构建 CNN
  • 导入数据
  • 保存、加载和显示模型

分类

  • 构建和训练分类器
  • 拆分数据
  • 提高结果和值的准确性

总结和结论

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