Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记

第一周 Foundations of Convolutional Neural Networks

Convolutional Neural Networks

1.1 Computer vision

Computer Vision Problems: Image Classification、Object detection、Neural Style Transfer

1.2 Edge detection example

Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记

1.3 More edge detection

Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记

1.4 Padding

Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记

1.5 Strided convolutions

Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记

1.6 Convolutions over volumes

Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记

1.7 One layer of a convolutional network

Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记

1.8 A simple convolution network example

Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记

1.9 Pooling layers

Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记

1.10 Convolutional neural network example

Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记

1.11 Why convolutions?

减少参数数量:参数共享、稀疏连接
Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记Andrew Ng deeplearning.ai专项课程第四课Convolutional Neural Networks第一周笔记