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
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
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
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
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
Source: Machine Learning Grocery Store Deep Learning Go This article is about 3500 words, and it is recommended to read it in 7 minutes. This article introduces the basic concepts, schools, and common algorithms of machine learning. 1. Overview of Machine Learning 1. What is Machine Learning? Machines learn by analyzing large amounts of data. … Read more
Summary of Word2vec References First, let me briefly describe my deep dive into Word2vec: as per usual, I started by reading Mikolov’s two original papers on Word2vec, but I found myself still confused after finishing them. The main reason is that these two papers omitted too much theoretical background and derivation details. I then dug … Read more
Hello everyone, I am Hua Ge. This article summarizes the stunning ideas, algorithms, and papers in deep learning. Stunning Ideas Attention Mechanism The core idea of the attention mechanism is to allow the model to allocate different attention weights based on the importance of the data while processing it. This mechanism enables the model to … Read more
I care about the world, you care about me. Last week, the eighth session of the “Huke Frontier Knowledge Lecture Series” We invited top AI expert Min Kerui to discuss the developments in machine translation over the years and to live demo the current level of machine translation. Tracing the history of machine translation and … Read more
Machine translation technology has developed for over 80 years. The legend of the Tower of Babel is now a thing of the past; we can no longer reach the heavens. However, machine translation can help you discuss the World Cup elegantly with people all over the world, avoiding misunderstandings. 01 Machine Translation and the Legend … Read more