AI Agent 
Click above toComputer Vision Alliance get more insights For academic sharing only, does not represent the position of this public account. Contact for deletion in case of infringement. Reprinted from: Machine Heart Recommended notes from 985 AI PhD Zhou Zhihua’s “Machine Learning” handwritten notes are officially open-source! Includes PDF download link, 2500 stars on GitHub! … Read more
“The stone from other hills can serve to polish jade.” Only by standing on the shoulders of giants can we see further and go farther. On the path of scientific research, we need to leverage favorable conditions to move forward faster. Therefore, we have specially collected and organized some practical code links, datasets, software, programming … Read more
↑ ClickBlue Text Follow the Extreme City Platform Author丨Electric Light Phantom Alchemy@Zhihu (Authorized) Source丨https://zhuanlan.zhihu.com/p/362366192 Editor丨Extreme City Platform Extreme City Guide Attention has become popular in the entire AI field, whether in machine vision or natural language processing, it is inseparable from Attention, transformer, or BERT. The author of this article follows the EM nine-layer tower … Read more
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Introduction In the fields of Natural Language Processing (NLP), Computer Vision (CV), and other deep learning domains, the Attention mechanism has become a crucial tool. It helps models focus on the most critical parts while processing large amounts of information, significantly improving performance. For many Python learners new to deep learning, understanding and mastering the … Read more
Machine Heart reports Machine Heart Editorial Team “Big model developers, you are wrong.” “I discovered a bug in the attention formula that no one has found for eight years. All Transformer models, including GPT and LLaMA, are affected.” Yesterday, a statistician named Evan Miller stirred up a storm in the AI field with his statement. … Read more
Click on the above “AI Meets Machine Learning“, and select “Star” public account Original content delivered first-hand In the previous article, we discussed the concept of attention. This article builds on that, providing a deeper understanding of the ideas surrounding attention and the latest self-attention mechanism. 1. The Essence of Attention Mechanism To better understand … Read more
Click the “MLNLP” above and select the “Star” public account Important content, delivered as soon as possible Editor: Yi Zhen https://www.zhihu.com/question/349474623 This article is for academic sharing only; if there is any infringement, it will be deleted. Reports on machine learning algorithms and natural language processing How to Incorporate Attention Mechanism in NLP? Author: Yi … Read more
Click the blue text above to follow us In recent years, the attention mechanism has become very popular due to its effectiveness, and the combination of attention with various networks is increasingly common. MATLAB 2023 has added the Attention layer, making the implementation of the attention mechanism extremely simple. The detailed usage can be found … Read more
The Combination of Frequency Domain and Attention Mechanism is an innovative network design approach that utilizes frequency domain analysis to enhance the feature extraction process and further optimizes the efficiency of feature utilization through attention mechanisms. This strategy helps the model capture and utilize key frequency components in signals, which not only improves the model’s … Read more