GNN Emerges as a Powerful Tool for Causal Reasoning in Deep Learning

GNN Emerges as a Powerful Tool for Causal Reasoning in Deep Learning

Source: New Intelligence This article contains 4263 words, suggested reading time is 8 minutes. This article discusses the recent paper published by 27 authors from DeepMind, Google Brain, MIT, and other institutions, proposing the “Graph Network” (GNN), which combines end-to-end learning with inductive reasoning, aiming to solve the problem of relational reasoning that deep learning … Read more

Practical AI Python Machine Learning and Deep Learning: PyTorch, CNN, Transfer Learning, GAN, RNN, LSTM, TCN, Object Detection

Practical AI Python Machine Learning and Deep Learning: PyTorch, CNN, Transfer Learning, GAN, RNN, LSTM, TCN, Object Detection

01 Training Overview Python has become one of the most popular programming languages: according to the latest TIOBE rankings, Python has surpassed C# and is now among the top 4 most popular languages globally alongside Java, C, and C++. The simplicity, readability, and extensibility of Python, along with its numerous extension libraries, make it an … Read more

Revolutionizing Language Models: The New TTT Architecture Surpasses Transformer

Revolutionizing Language Models: The New TTT Architecture Surpasses Transformer

Source: Machine Heart This article is approximately 3200 words long and is recommended for a 5-minute read. This article introduces a brand new large language model (LLM) architecture that is expected to replace the Transformer, which has been dominant in the AI field until now. From 125M to 1.3B large models, performance has improved. Incredible, … Read more

The Evolution of Artificial Neural Networks: 80 Years of Breakthroughs

The Evolution of Artificial Neural Networks: 80 Years of Breakthroughs

5.17 The Intellectual The Intellectual Image Source: pixabay Written by | Sun Ruichen Edited by | Li Shanshan ● ● ● Today, large pre-trained language models like ChatGPT have become well-known names. However, the algorithmic core behind GPT, the artificial neural network algorithm, has experienced an 80-year roller coaster ride. During these 80 years, apart … Read more

10 Essential AI Algorithms You Should Know

10 Essential AI Algorithms You Should Know

With the increasing popularity of Artificial Intelligence (AI) technology, various algorithms play a key role in driving the development of this field. From linear regression predicting housing prices to neural networks powering self-driving cars, these algorithms silently support the operation of countless applications. Today, we will give you a glimpse of these popular AI algorithms … Read more

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

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

Don’t Overlook Graph Neural Networks (GNN) in 2023!

Don't Overlook Graph Neural Networks (GNN) in 2023!

Introduction Graph Neural Networks (GNN) — a dark horse among various neural networks. It is widely applicable across various fields, including recommendation systems, Google Maps traffic prediction, drug discovery, protein discovery, and more. To explore the development and real-world applications of graph neural networks in algorithmic neural solving, the Intelligence Club, in collaboration with Associate … Read more

Understanding Neural Network Architectures Through 25 Images

Understanding Neural Network Architectures Through 25 Images

Source: 36 Big Data This article is 8000 words long and is recommended to be read in 12 minutes. This article organizes and introduces neural network architectures for you. As new neural network architectures emerge constantly, it is quite challenging to document all neural networks. Understanding all the networks represented by these abbreviations (DCIGN, IiLSTM, … Read more