What is the Receptive Field in Convolutional Neural Networks?

Опубликовано: 02 Ноябрь 2024
на канале: Johannes Frey
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What is a Receptive Field in Convolutional Neural Networks? Recently I noticed that, since working in the machine leaning field is quite hyped, people are wondering what is a receptive field and how it actually works in convolutional neural networks. That's why I made this short video to explain why we need a receptive field in deep learning.

In this video, I share my experience working as a Data Engineer for 4 years and tell you what is receptive field and how it works in machine learning.

00:00 The receptive field in deep learning
00:36 Images processing in machine learning
01:13 How does convolutional neural network works?
02:19 Receptive field in convolutional neural network
04:12 The mentioned link
https://arxiv.org/abs/1701.04128

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Awesome Data science without much math and everything you need to know to deploy your machine learning models!
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All videos will be easy to follow and I'll try to reduce the complicated mathematical stuff to a minimum because I believe that you don't need to know how a CPU works to be able to operate a PC...

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