Understanding Convolutional Neural Networks in Machine Learning

Understanding Convolutional Neural Networks in Machine Learning

Convolutional Neural Networks (CNN) are a type of feedforward neural network that includes convolutional computations and has a deep structure. They are one of the representative algorithms of deep learning. This article aims to introduce the basic concepts and structures of CNN, as well as the fundamental ideas behind CNN architecture design. This article is … Read more

ShuffleNetV2: The Crown Jewel of Lightweight CNNs

ShuffleNetV2: The Crown Jewel of Lightweight CNNs

Author: Ye Hu Editor: Tian Xu Introduction Recently, deep CNN networks like ResNet and DenseNet have significantly improved the accuracy of image classification. However, in addition to accuracy, computational complexity is also an important metric for CNN networks. Overly complex networks may be very slow, and specific scenarios, such as autonomous driving, require low latency. … Read more

Development of CNN Network Structures: A Comprehensive Overview

Development of CNN Network Structures: A Comprehensive Overview

Join the professional CV group of Jishi, interact with 6000+ visual developers from top companies and universities such as Tencent, Huawei, Baidu, Peking University, Tsinghua University, and the Chinese Academy of Sciences! There is also an opportunity to interact with Professor Kai-Fu Lee and other experts! We also provide monthly expert live sharing, real project … Read more

Illustrated Overview of 10 Major CNN Architectures

Illustrated Overview of 10 Major CNN Architectures

Click on the above “AI Youdao“, select “Star” public account Heavyweight content delivered first time Author | Raimi Karim Translator | Major Editor | Zhao Xue Produced by | AI Technology Camp (ID: rgznai100) Introduction: In recent years, many Convolutional Neural Networks (CNN) have come into the spotlight, and as their depths become increasingly profound, … Read more

10 Major CNN Architectures Explained Clearly

10 Major CNN Architectures Explained Clearly

Click Machine Learning Algorithms and Python Learning ,Select Star Don’t miss out on the wonderful content Author | Raimi Karim, Produced by | AI Technology Camp (ID: rgznai100) This article carefully selects 10 detailed diagrams of CNN architectures for discussion. Curated by the author. These diagrams showcase the essence of the entire model without the … Read more

Detailed Explanation of Lightweight CNN Network MobileNet Series

Detailed Explanation of Lightweight CNN Network MobileNet Series

100 Questions on Deep Learning Author: louwill Machine Learning Lab The MobileNet series, as a representative of lightweight networks, makes the lightweight deployment of CNNs on mobile devices possible. Currently, there are three versions of MobileNet: MobileNet v1, MobileNet v2, and MobileNet v3. This article focuses on elaborating the MobileNet series networks, which is essential … Read more

A Comprehensive Overview of 11 Ingenious CNN Plugins

A Comprehensive Overview of 11 Ingenious CNN Plugins

01 Introduction This article reviews some of the more ingeniously designed and practical “plugins” used in CNN networks. The so-called “plugins” are modules that do not alter the main structure of the network and can be easily integrated into mainstream networks to enhance their feature extraction capabilities, achieving a plug-and-play functionality. Many similar reviews claim … Read more

Discussing RNN Gradient Vanishing/Explosion Issues

Discussing RNN Gradient Vanishing/Explosion Issues

More Reading #Submission Guidelines# Get Your Paper Seen by More People How can we ensure that more quality content reaches readers quickly and reduces their search costs for high-quality content? The answer is: people you don’t know. There are always some people you don’t know who know what you want to know. PaperWeekly may serve … Read more

Understanding RNN: A Beginner’s Guide to Machine Learning

Understanding RNN: A Beginner's Guide to Machine Learning

By Jiao Fa from Aofeisi Quantum Bit Report | WeChat Official Account QbitAI This tutorial is written for beginners in machine learning and will introduce what a Recurrent Neural Network (RNN) is. Recurrent Neural Networks are specifically designed to handle sequences. Due to their effectiveness in processing text, they are often used in Natural Language … Read more

Introduction to Deep Learning Models: CNN and RNN

Introduction to Deep Learning Models: CNN and RNN

Author: Huang Yu, Autonomous Driving Scientist Editor: Hoh Xil Source: Huang Yu@Zhihu Produced by: DataFunTalk Note: There is a latest autonomous driving salon at the end of the article, welcome to sign up. Introduction: Deep learning has been “hot” for more than ten years since 2006, and the most common applications we see are in … Read more