Artificial Neural Networks

Recurrent Neural Networks (RNN) – Neural Networks with Memory Function

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Recurrent Neural Networks (RNN) - Neural Networks with Memory Function

1 Algorithm History In 1986, Elman and others proposed the Recurrent Neural Network for processing sequential data. Just as Convolutional Neural Networks are specifically designed for processing two-dimensional data (such as images), Recurrent Neural Networks are specialized for handling sequential information. Recurrent networks can be extended to longer sequences, and most recurrent neural networks can … Read more

A Comprehensive Guide to Understanding RNN Family

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A Comprehensive Guide to Understanding RNN Family

Follow our WeChat public account “ML_NLP“ Set as “Starred“, heavy content delivered to you first! Author | Yu Wenyu Source | See the end of the article for “Read the original text” Organizer | NewBeeNLP WeChat public account BERT is great, but don’t forget our old friend RNN! Introduction CNN (Convolutional Neural Network) and RNN … Read more

A Brief Overview of Recurrent Neural Networks

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A Brief Overview of Recurrent Neural Networks

Author: Debarko De Source: Hackernoon, Machine Heart What is a Recurrent Neural Network (RNN)? How do they work? Where can they be used? This article attempts to answer these questions and also showcases an RNN implementation demo that you can expand upon as needed. RNN Architecture Basic knowledge. Familiarity with Python and CNN is essential. … Read more

Comprehensive Overview of RNN (Recurrent Neural Networks)

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Comprehensive Overview of RNN (Recurrent Neural Networks)

Introduction to Recurrent Neural Networks Why RNN After BP Algorithm and CNN? Upon reflection on the BP algorithm and CNN (Convolutional Neural Networks), we find that their outputs only consider the influence of the previous input without taking into account the influence of inputs at other times. For instance, recognizing single objects like cats, dogs, … Read more

The Evolution of Artificial Neural Networks: 80 Years of Breakthroughs

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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

A Brief History of Neural Networks: A Breakthrough After BP Algorithm – Belief Networks

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A Brief History of Neural Networks: A Breakthrough After BP Algorithm - Belief Networks

Click the blue text above to follow ↑↑↑↑↑ Author: Andrey Kurenkov As the puzzle of training multi-layer neural networks is unraveled, this topic has once again become extraordinarily popular, and Rosenblatt’s lofty ambitions seem to be realized. Until 1989, another key discovery was published, which is still widely cited in textbooks and major lectures. Multi-layer … Read more

Ultimate Comparison of Machine Learning Algorithms: Tree Models vs Neural Networks

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Ultimate Comparison of Machine Learning Algorithms: Tree Models vs Neural Networks

Click the above “Beginner’s Visual Learning” to choose to add Star Mark or “Top” Important content delivered first hand Selected from towardsdatascience Author: Andre Ye Translated by: Machine Heart Editor: Chen Ping The tree model and neural networks are like two sides of a coin. In some cases, the performance of tree models even surpasses … Read more

Top 10 Algorithms in Artificial Intelligence

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Top 10 Algorithms in Artificial Intelligence

Originally from Robotics Network In fact, artificial intelligence has existed in our lives for a long time. However, for many people, artificial intelligence is still a relatively “profound” technology, but no matter how profound the technology is, it starts from basic principles. In the field of artificial intelligence, there are 10 major algorithms that are … Read more

Comprehensive Introduction to Convolutional Neural Networks

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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

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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