Machine Learning Explained for Beginners

Machine Learning Explained for Beginners

Learn Excel techniques, follow the WeChat public account: excelperfect Tags:Machine Learning,Python This article will discuss several key concepts of machine learning in a beginner-friendly manner, hoping to give you a basic understanding of machine learning without delving into technical details. What is Machine Learning (ML) Traditional software consists of explicit instructions and rules written by … Read more

Understanding Machine Learning in One Article

Understanding Machine Learning in One Article

This article is reproduced from the public account sigua’s inner voice, a frontline small developer in the mathematics department, updating original articles on data structures and algorithms | deep learning | workplace technologies.This public account is followed by Google TensorFlow programmers, Apple company programmers, Microsoft programmers, a contestant from the ultimate quiz show, CTOs of … Read more

17 Common Algorithms in Machine Learning

17 Common Algorithms in Machine Learning

Depending on the type of data, there are different ways to model a problem. In the field of machine learning or artificial intelligence, people will first consider the learning method of the algorithm. There are several main learning methods in machine learning. Classifying algorithms by learning method is a good idea, as it allows people … Read more

Comprehensive Knowledge Sharing on Machine Learning

Comprehensive Knowledge Sharing on Machine Learning

Definition of Machine Learning Machine Learning is essentially about enabling computers to learn patterns from data and predict future data based on those patterns. Machine Learning includes algorithms such as clustering, classification, decision trees, Bayesian methods, neural networks, and deep learning. The basic idea of Machine Learning is to mimic the human learning process, where … Read more

Comprehensive Summary of Machine Learning Models

Comprehensive Summary of Machine Learning Models

About 10,000 words, recommended reading time 20 minutes. This article introduces the models of machine learning. Machine learning is the process of allowing computers to automatically extract rules and patterns from data, thereby completing specific tasks. According to model types, machine learning is mainly divided into three categories: supervised learning models, semi-supervised learning, and unsupervised … Read more

Machine Learning: Definition, Development History, and Algorithm Classification

Machine Learning: Definition, Development History, and Algorithm Classification

1. Definition Machine learning is a multidisciplinary field that encompasses knowledge of probability theory, statistics, approximation theory, and complex algorithms. It uses computers as tools to simulate human learning in real-time and aims to effectively improve learning efficiency by structuring existing knowledge. There are several definitions of machine learning: (1) Machine learning is a science … Read more

Building DINO Model and PyTorch from Scratch: Self-Supervised Vision Transformer

Building DINO Model and PyTorch from Scratch: Self-Supervised Vision Transformer

Click the above“Beginner Learning Vision” to choose to add Star or Pin. Important content delivered at the first time Dog Sprint Output from DINO Model Unlabeled Self-Distillation (DINO) The article “Reconstructing Complete Images from Several ‘Patches’ | Building Scalable Learners with Masked Autoencoders” discusses how to build scalable learners, continuing my series on vision transformers, … Read more

Detection of False Data Injection Attacks Using Unsupervised and Supervised Learning

Detection of False Data Injection Attacks Using Unsupervised and Supervised Learning

Reference Information (Click Title to Read Full Text) Huang Dongmei, Wang Yifan, Hu Anduo, et al. Detection method of false data injection attack based on unsupervised and supervised learning[J]. Electric Power Engineering Technology, 2024, 43(2):134-141. HUANG Dongmei, WANG Yifan, HU Anduo, et al. Detection method of false data injection attack based on unsupervised and supervised … Read more

Top 10 Most Common Machine Learning Algorithms Explained

Top 10 Most Common Machine Learning Algorithms Explained

Click the image below to search【Interview Guide】 to obtain interview questions + resume templates. In the field of machine learning, there is a saying that “there is no free lunch”. In simple terms, it means that no single algorithm can perform best on every problem. This theory is particularly important in supervised learning. For example, … Read more

17 Common Algorithms in Machine Learning

17 Common Algorithms in Machine Learning

Source: Turing Artificial Intelligence Depending on the type of data, modeling a problem can be approached in different ways. In the field of machine learning or artificial intelligence, people first consider the learning method of the algorithm. There are several main learning methods in machine learning. Categorizing algorithms according to their learning methods is a … Read more