Padding in Convolutional Neural Network

Learn With Jay · Beginner ·🧬 Deep Learning ·4y ago

About this lesson

In this video, we will understand what is Padding in Convolutional Neural Network and why do we need padding in Convolutional Neural Network Convolution Operation faces two problems: 1.) The size of the image gets reduced after performing Convolution operation 2.) Corner pixels of the input image doesn't get enough attention as the pixels around the center Thus, to overcome these issues, we use padding in convolutional neural network In the video, we will understand what is "VALID" Convolution and what is "SAME" Convolution. And we will also discuss the dimensions of the image after applying padding. ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ Timestamp: 0:00 Intro 0:11 The Problem with convolution operation 1:15 Padding in Convolutional Neural Network 2:05 Types of Padding 3:42 End ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ Follow my entire playlist on Convolutional Neural Network (CNN), because I provide a very detailed mathematical explanation about every model, along with practical implementation. 📕 CNN Playlist: https://www.youtube.com/watch?v=E5Z7FQp7AQQ&list=PLuhqtP7jdD8CD6rOWy20INGM44kULvrHu&t=0s At the end of some videos, you will also find quizzes that can help you to understand the concept and retain your learning. ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ ✔ Complete Neural Network Playlist: https://www.youtube.com/watch?v=mlk0rddP3L4&list=PLuhqtP7jdD8CftMk831qdE8BlIteSaNzD&t=0s ✔ Complete Logistic Regression Playlist: https://www.youtube.com/watch?v=U1omz0B9FTw&list=PLuhqtP7jdD8Chy7QIo5U0zzKP8-emLdny&t=0s ✔ Complete Linear Regression Playlist: https://www.youtube.com/watch?v=nwD5U2WxTdk&list=PLuhqtP7jdD8AFocJuxC6_Zz0HepAWL9cF&t=0s ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ If you want to ride on the Lane of Machine Learning, then Subscribe ▶ to my channel here: https://www.youtube.com/channel/UCJFA

Original Description

In this video, we will understand what is Padding in Convolutional Neural Network and why do we need padding in Convolutional Neural Network Convolution Operation faces two problems: 1.) The size of the image gets reduced after performing Convolution operation 2.) Corner pixels of the input image doesn't get enough attention as the pixels around the center Thus, to overcome these issues, we use padding in convolutional neural network In the video, we will understand what is "VALID" Convolution and what is "SAME" Convolution. And we will also discuss the dimensions of the image after applying padding. ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ Timestamp: 0:00 Intro 0:11 The Problem with convolution operation 1:15 Padding in Convolutional Neural Network 2:05 Types of Padding 3:42 End ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ Follow my entire playlist on Convolutional Neural Network (CNN), because I provide a very detailed mathematical explanation about every model, along with practical implementation. 📕 CNN Playlist: https://www.youtube.com/watch?v=E5Z7FQp7AQQ&list=PLuhqtP7jdD8CD6rOWy20INGM44kULvrHu&t=0s At the end of some videos, you will also find quizzes that can help you to understand the concept and retain your learning. ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ ✔ Complete Neural Network Playlist: https://www.youtube.com/watch?v=mlk0rddP3L4&list=PLuhqtP7jdD8CftMk831qdE8BlIteSaNzD&t=0s ✔ Complete Logistic Regression Playlist: https://www.youtube.com/watch?v=U1omz0B9FTw&list=PLuhqtP7jdD8Chy7QIo5U0zzKP8-emLdny&t=0s ✔ Complete Linear Regression Playlist: https://www.youtube.com/watch?v=nwD5U2WxTdk&list=PLuhqtP7jdD8AFocJuxC6_Zz0HepAWL9cF&t=0s ➖➖➖➖➖➖➖➖➖➖➖➖➖➖➖ If you want to ride on the Lane of Machine Learning, then Subscribe ▶ to my channel here: https://www.youtube.com/channel/UCJFA
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Chapters (5)

Intro
0:11 The Problem with convolution operation
1:15 Padding in Convolutional Neural Network
2:05 Types of Padding
3:42 End
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