Course Code: deeplearning1
Duration: 21 hours
Prerequisites:

GoOD 基础机器学习。Programming 任何语言的技能(最好是 Python/R)。

Overview:

本课程是 Deep Learning 的一般概述,没有深入探讨任何具体方法。它适合想要开始使用深度学习来提高预测准确性的人。

Course Outline:
  • 反向传播、模组化模型
  • Logsum 模组
  • RBF 网
  • MAP/MLE 丢失
  • 参数空间变换
  • 卷积模组
  • 基于梯度的学习
  • 用于推理的能量
  • 学习目标
  • 主成分分析、NLL
  • 潜在变数模型
  • 概率 LVM
  • 损失函数
  • 手写识别
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