Introduction to Explainable Machine Learning Methods

1. Concept Machine learning is an important branch of artificial intelligence, focusing on improving the performance of computer systems or algorithms through learning from experience data to adapt to various environments and tasks. As machine learning becomes increasingly integrated into everyday life and widely applied, people are becoming more reliant on the critical decisions made … Read more

Recommended Read: Machine Learning

Recommended Read: Machine Learning

We often see many powerful artificial intelligences: In science fiction movies, it is the terminator from the future. In the real world, it is AlphaGo, which easily defeated a nine-dan Go player. We can’t help but ask, where does the immense intelligence potential of computers come from? How does it become increasingly “smart”? The answer … Read more

What Is Machine Learning?

What Is Machine Learning?

  Machine Learning is the study of how computers can simulate or mimic human learning behavior to acquire new knowledge or skills, reorganizing existing knowledge structures to continuously improve their performance. It is the core of artificial intelligence and the fundamental way to make computers intelligent, with applications across various fields of artificial intelligence, primarily using … 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

Understanding the Nobel Prize (Part 1) | Discussing Machine Learning

Understanding the Nobel Prize (Part 1) | Discussing Machine Learning

01 Two Nobel Prize Winners John J. Hopfield (left), born in 1933 in Chicago, Illinois, received his PhD from Cornell University in 1958, and is currently a professor at Princeton University. Geoffrey E. Hinton (right), born in 1947 in London, England, received his PhD from the University of Edinburgh in 1978, and is currently a … Read more

Essential Steps to Systematically Learn Machine Learning

Essential Steps to Systematically Learn Machine Learning

Do you want to become an AI practitioner? Systematic learning of machine learning is key! What is Machine Learning? Machine learning is a science that enables computers to function without explicit programming. Over the past decade, machine learning has provided us with practical tools such as self-driving cars, real-time speech recognition, and efficient web searches, … Read more

Applications and Development of Machine Learning

Applications and Development of Machine Learning

Vol.1 What is Machine Learning Machine Learning (ML) is the core of artificial intelligence, involving many fields such as statistics, system identification, approximation theory, neural networks, optimization theory, computer science, and brain science. It studies how computers can simulate or implement human learning behaviors to acquire new knowledge or skills, reorganizing existing knowledge structures to … Read more

Understanding Artificial Intelligence, Machine Learning, and Deep Learning

Understanding Artificial Intelligence, Machine Learning, and Deep Learning

When it comes to the popular terms of recent years, “Artificial Intelligence” must be on the list. Following the explosive popularity of ChatGPT last year, “AI (Artificial Intelligence)” has repeatedly topped the trending search lists and has been named the Word of the Year 2023 by Collins, a British dictionary publisher. In addition to “Artificial … Read more

Top 10 Classic Machine Learning Algorithms Explained

Top 10 Classic Machine Learning Algorithms Explained

Today, instead of sharing a paper, let’s discuss some classic algorithms in machine learning. Despite the current buzz in the capital market around embodied intelligence and large models, it is undeniable that we are still in the stage of weak artificial intelligence. Strong artificial intelligence, of course, is a vision and goal for the future … Read more

How Beginners Can Get Started with Machine Learning

How Beginners Can Get Started with Machine Learning

Source: Intelligent Accounting Alliance This article is approximately 2200 words long and is recommended for a reading time of 9 minutes. This article will guide you through five aspects of getting started with machine learning: What is machine learning? What is the workflow? What machine learning algorithms are available? Model evaluation learning, and Azure machine … Read more