Source: Machine Learning Algorithms This article is about 2400 words long and is suggested to be read in 5 minutes. This article illustrates the Self-Attention mechanism. 1. Difference Between Attention Mechanism and Self-Attention Mechanism The difference between Attention mechanism and Self-Attention mechanism: The traditional Attention mechanism occurs between the elements of the Target and all … Read more
Follow the official account “ML_NLP“ and set it as a “starred“, delivering heavy content to you in real time! Produced by Machine Learning Algorithms and Natural Language Processing @Original Column Author of the Official Account Guohao School | PhD Student in Computer Science at King Abdullah University of Science and Technology Let me also share … Read more
This article is reprinted from: Deep Learning EnthusiastsLink:https://www.zhihu.com/question/448924025/answer/1801015343Editor: Deep Learning and Computer VisionStatement: For academic sharing only, please delete if infringing Is CNN a Type of Local Self-Attention?Author: Hohuohttps://www.zhihu.com/question/448924025/answer/1791134786(This answer refers to: Li Hongyi’s 2021 Machine Learning Course)CNN is not a type of local attention, so let’s clarify what CNN and attention are doing. 1: … Read more
MLNLP community is a well-known machine learning and natural language processing community in China and abroad, covering NLP master’s and doctoral students, university teachers, and industry researchers.The vision of the community is to promote communication and progress between the academic and industrial circles of natural language processing and machine learning, especially for beginners. Reproduced from … Read more
This article is reprinted from: Deep Learning EnthusiastsLink:https://www.zhihu.com/question/448924025/answer/1801015343Editor: Deep Learning and Computer VisionStatement: For academic sharing only, please delete if infringing Is CNN a Type of Local Self-Attention?Author: Houhouhttps://www.zhihu.com/question/448924025/answer/1791134786(This answer refers to: Li Hongyi’s 2021 Machine Learning Course)CNN is not a type of local attention, so let’s analyze what CNN and attention are doing. 1: … Read more
Author: Greatness Comes from Perseverance @ Zhihu (Authorized) Source: https://zhuanlan.zhihu.com/p/410776234 Self-Attention is the core idea of Transformer. Recently, I re-read the paper and gained some new insights. Thus, I wrote this article to share my thoughts with readers. When I first encountered Self-Attention, the most confusing part for me was the three matrices Q, K, … Read more
Introduction The Next item recommendation system is one of the core components of modern online services, embedded in applications such as music, video, and e-commerce websites, helping users navigate and discover new content. Generally, the system is modeled as a sequence prediction task, often implemented over recurrent neural networks or other generative sequence models. Its … Read more
MLNLP ( Machine Learning Algorithms and Natural Language Processing ) community is a well-known natural language processing community both domestically and internationally, covering NLP master’s and doctoral students, university professors, and corporate researchers. The vision of the community is to promote communication between the academic and industrial circles of natural language processing and machine learning, … Read more
This article delves into three key attention mechanisms in Transformer models: self-attention, cross-attention, and causal self-attention. These mechanisms are core components of large language models (LLMs) like GPT-4 and Llama. By understanding these attention mechanisms, we can better grasp how these models work and their potential applications. We will discuss not only the theoretical concepts … Read more
Click the "Xiaobai Studies Vision" above, select "Star" or "Top" to receive essential information promptly. Is CNN a Type of Local Self-Attention? Author: Hohou https://www.zhihu.com/question/448924025/answer/1791134786 (This answer references: Li Hongyi’s 2021 Machine Learning Course) CNN is not a type of local attention, so let’s analyze what CNN and attention are doing. 1: CNN can be … Read more