Comprehensive Introduction to Convolutional Neural Networks

Comprehensive Introduction to Convolutional Neural Networks

Introduction: AI, CNN Algorithm, Hilbert, Feynman, 577 What is the hottest and most well-known core mathematical algorithm of AI today? The answer is the “Convolutional Neural Network Algorithm”. Mathematics is the foundation of all science and technology, and the Convolutional Neural Network algorithm is no exception. It is the basis and core of almost all … Read more

Learning Methods of Artificial Neural Networks

Learning Methods of Artificial Neural Networks

The learning of artificial neural networks mainly refers to the use of learning algorithms to adjust the connection weights between neurons, so that the network output better matches reality. Learning algorithms are divided into supervised learning and unsupervised learning. Supervised learning, also known as teacher-based learning, is a learning method where a set of training … Read more

17 Common Algorithms in Machine Learning

17 Common Algorithms in Machine Learning

Source : Turing Artificial Intelligence According to the different types of data, modeling a problem can be done in various ways. In the field of machine learning or artificial intelligence, the learning method of the algorithm is usually the first consideration. There are several main learning methods in machine learning. Classifying algorithms by learning methods … Read more

Top 10 Algorithms in Artificial Intelligence

Top 10 Algorithms in Artificial Intelligence

In fact, artificial intelligence has been a part of our lives for a long time. However, for many people, AI still seems like a rather “profound” technology. Yet, no matter how profound the technology is, it starts from basic principles. There are 10 major algorithms in the field of artificial intelligence that are based on … Read more

Summary of Various Optimization Algorithms in Neural Network Training

Summary of Various Optimization Algorithms in Neural Network Training

Click on the above“Visual Learning for Beginners” to selectStar or Pin. Important content delivered at the first moment 1. Brief Overview of Various Optimization Algorithms Stochastic Gradient Update: For standard SGD, I won’t elaborate. The main point to note is that mini-batch gradient descent is commonly used in deep learning. Momentum Update: This method can … Read more

Ten Simple Explanations of Deep Learning Algorithms

Ten Simple Explanations of Deep Learning Algorithms

Hello everyone, I am Peter~ Today I am sharing an article about deep learning algorithms, mainly introducing 10 deep learning algorithms such as CNN, LSTM, RNN, GAN, MLP, etc. Introduction Deep learning is a subset of machine learning, based on artificial neural networks. The learning process is considered deep because the structure of artificial neural … Read more

Neural Network Analysis Algorithm

Neural Network Analysis Algorithm

Algorithm Origin In cognitive science, human brain thinking is divided into three basic modes: logical thinking, intuitive thinking, and inspirational thinking. The neural network uses its algorithm characteristics to simulate the second mode of human brain thinking. It is a nonlinear dynamic system characterized by distributed information storage and parallel collaborative processing. Although the structure … Read more

5 Common Derivatives of Neural Networks with Detailed Formula Process

5 Common Derivatives of Neural Networks with Detailed Formula Process

Author: Criss Source: Machine Learning and Generative Adversarial Networks 01 Derivative of Softmax 1.1 Derivative of Softmax Generally, the last layer of a classification model is the softmax layer. Assuming we have a classification problem, the structure of the corresponding softmax layer is shown in the figure below (it is generally considered that the output … Read more

Principles of Neural Network Algorithms in Deep Learning

Principles of Neural Network Algorithms in Deep Learning

Principles of Neural Network Algorithms in Deep Learning Graphical Parameter Calculation Junior High Mapping Neural Network Mapping? What is a Neural Network Algorithm? Parameter Solving References What is a Neural Network Algorithm? Junior High Mapping In junior high school, we learned about mapping with the equation y = f(x). By using several pairs of values … Read more

Understanding Neural Network Training: A Comprehensive Guide

Understanding Neural Network Training: A Comprehensive Guide

In recent years, artificial intelligence has developed rapidly, gradually penetrating various industries and fields. More and more people are learning AI-related technologies. To help beginners quickly grasp the basic principles of AI, Professor Ma Shaoping, Vice Chairman of CAAI, has written an introductory book titled “How Computers Achieve Intelligence.” Through the new popular science column … Read more