Performance Optimization of Convolutional Neural Networks

Performance Optimization of Convolutional Neural Networks

Click on the above “Beginner Learning Vision” to choose to add Starred or “Top” Heavy content delivered at the first time Author丨Li Ming Huai Jin Source|https://zhuanlan.zhihu.com/p/80361782 Editor丨Extreme City Platform Extreme City Guide This article first defines the concept of Convolutional Neural Networks, briefly introduces several common optimization methods, and discusses the author’s experiences in this … Read more

Fundamentals of Convolutional Neural Networks (CNN)

Fundamentals of Convolutional Neural Networks (CNN)

0 Introduction Over the past few days, I have been watching some videos and reading blog posts about Convolutional Neural Networks (CNNs). I have organized the useful knowledge and content that I found helpful here, to clarify the logic and deepen my understanding. I can easily refer back to this in the future, ensuring it … Read more

Understanding the Mathematical Principles of Convolutional Neural Networks

Understanding the Mathematical Principles of Convolutional Neural Networks

Click on "Xiaobai Learns Vision" above, choose to add "Star" or "Top" Heavy content delivered at the first time Author: Piotr Skalski Source: AI Youdao @ WeChat Official Account Translation: Tongye (Sun Yat-sen University), had_in (University of Electronic Science and Technology) Introduction This article adopts an image presentation approach to help everyone understand the related … Read more

Detailed Introduction to Convolutional Neural Networks (CNN) and Their Principles

Detailed Introduction to Convolutional Neural Networks (CNN) and Their Principles

Source: Machine Learning Algorithms This article is about 5000 words long, and it is recommended to read in 8 minutes This article summarizes some basic concepts about Convolutional Neural Networks (CNN). Introduction This article summarizes some basic concepts about Convolutional Neural Networks (CNN) and provides detailed explanations of the principles involved. Through this article, one … Read more

Understanding Convolutional Neural Networks (CNN)

Understanding Convolutional Neural Networks (CNN)

Click on the above “Mechanical and Electronic Engineering Technology” to follow us When processing images or other spatially structured data, Convolutional Neural Networks (CNN) are a commonly used deep learning model. The design inspiration of CNN comes from the visual processing method of the human brain. Unlike traditional fully connected neural networks, CNN extracts local … Read more

Overview of Convolutional Neural Networks with Examples

Overview of Convolutional Neural Networks with Examples

Click the "Beginner's Visual Learning" above, select "Star" or "Top" Heavy content delivered to you first Researchers proposed the concept of CNN (Convolutional Neural Networks) while studying image processing algorithms. Traditional fully connected networks are a black box – they take all inputs and pass each value through a dense network, then to a hot … Read more

Understanding Convolutional Neural Networks (CNNs)

Understanding Convolutional Neural Networks (CNNs)

Original Content, First Publication, No Reprints In the previous article “Convolution Operation and Its Applications in Image Processing”, we detailed the important role of convolution operations in image processing. Today, I will introduce the Convolutional Neural Network, which is the most widely used in neural networks. 01 Concept and Components of CNN A Convolutional Neural … Read more

Fundamentals of Convolutional Neural Networks (CNN)

Fundamentals of Convolutional Neural Networks (CNN)

Source: Deep Learning Beginner This article is about 2400 words, and it is recommended to read in 5 minutes. This article summarizes some common knowledge about Convolutional Neural Networks. 0 Introduction In the past few days, I have watched some videos and blogs about Convolutional Neural Networks. I have organized the knowledge and content that … Read more

Artificial Intelligence and Convolutional Neural Networks

Artificial Intelligence and Convolutional Neural Networks

Today, artificial intelligence (AI) is rapidly developing, increasingly supporting applications that were previously impossible or very difficult to achieve, with neural networks being the cornerstone of deep learning systems. There are many types of neural networks, and this article will only discuss Convolutional Neural Networks (CNN). What is CNN? A neural network is a system … Read more

Fundamentals of Convolutional Neural Networks (CNN)

Fundamentals of Convolutional Neural Networks (CNN)

0 Introduction In the past few days, I have watched several videos and read blog posts about convolutional neural networks. I have organized the knowledge and content that I found useful, clarified the logic, and wrote it down here for future reference, so I can easily revisit it without losing it. 1 Convolutional Neural Networks … Read more