Machine Learning

Research on Explainable Neural Network Algorithms for Talent Assessment

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Research on Explainable Neural Network Algorithms for Talent Assessment

From Sun Ying’s doctoral dissertation at the Institute of Computing Technology, Chinese Academy of Sciences, selected for the preliminary evaluation list of the 2023 CCF Doctoral Dissertation Incentive Program! https://www.ccf.org.cn/Focus/2023-11-29/798503.shtml Talent refers to individuals with certain professional knowledge or specialized skills, who engage in creative labor and contribute to society. Under the strategy of strengthening … Read more

What Is Neural Network Algorithm?

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What Is Neural Network Algorithm?

The hottest technology right now is definitely artificial intelligence. The underlying model of artificial intelligence is the “neural network”. Many complex applications (such as pattern recognition and automatic control) and advanced models (like deep learning) are based on it. To learn artificial intelligence, one must start with it. So what is a neural network? There … Read more

Guide to Large Model Training: Faith Brings Success

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Guide to Large Model Training: Faith Brings Success

Source｜YuanChuan Institute (ID: YuanChuanInstitution) Author｜Chen Bin Editor｜Dai Boss Cover Image｜Movie “Blade Runner 2049″ Every large model is an expensive “money printer”, which has become a common knowledge among various AI observers. The training cost of large models has a simple ratio: the training cost is proportional to the square of the number of parameters. For … Read more

A Large Model: 2300 Days with Engineers

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A Large Model: 2300 Days with Engineers

When sensors are combined with large models, they help you manage your phone, enhance the network, and provide smart recommendations… When you ask it, “Why is my phone so hot?” it doesn’t give a text answer, but instead helps you clear memory and optimize battery. In short, it will act like a real human assistant, … Read more

Large Models Are Not Just Pets of Tech Giants

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Large Models Are Not Just Pets of Tech Giants

The competition among large models is intensifying, but many practitioners have increasing doubts about large models. In the field of foundational large models, several internet giants like Tencent, Alibaba, and Baidu have entered the fray, and companies like Alibaba, Baidu, and iFlytek have successively released the latest versions of their large model products in the … Read more

LLaMA Factory Fine-Tuning Guide

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LLaMA Factory Fine-Tuning Guide

About LLaMA Factory In today’s rapidly advancing field of artificial intelligence, how to efficiently fine-tune and deploy large language models (LLMs) has become a hot topic in research and application. LLaMA Factory, as an open-source fine-tuning framework, has emerged in this context. It aims to provide developers with a simple and efficient tool to quickly … Read more

SpinQuant: LLM Quantization with Learnable Rotation Matrices

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SpinQuant: LLM Quantization with Learnable Rotation Matrices

↑ ClickBlue Text Follow the Jishi Platform Author丨Tech Beast Editor丨Jishi Platform Jishi Introduction SpinQuant combines learnable rotation matrices to achieve optimal network accuracy, quantizing weights, activations, and KV cache to a 4-bit width. On the LLaMA-2 7B model, SpinQuant reduces the accuracy gap in Zero-Shot inference tasks to only 2.9 points compared to the full-precision … Read more

Exploring Ethical Computation in AI by Northwestern Polytechnical University

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Exploring Ethical Computation in AI by Northwestern Polytechnical University

Machine Heart Column Machine Heart Editorial Team Large models driven by artificial intelligence are entering our lives, from intelligent chess players to intelligent surgical robots, and the application scenarios of AI are gradually involving safety areas such as human health and privacy. How can we ensure that AI adheres to ethical orders to better serve … Read more

Why Didn’t Turing Design AI Himself?

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Why Didn't Turing Design AI Himself?

As the year 2024 begins, two significant events have occurred in the AI industry between China and the United States, further pushing the third wave of artificial intelligence, which started in 1993, to its peak: OpenAI launched the GPT store, advancing the commercialization of AI; on January 16, China’s Zhiyu AI launched the GLM-4 model, … Read more

How to Address Uncontrollable AI Hallucinations

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How to Address Uncontrollable AI Hallucinations

Click the “Turing Artificial Intelligence” above, and select the “Star” public account Get the AI insights you want, delivered first-hand Copyright Statement Reprinted from Technology Generation Qian Gaoyuan, copyright belongs to the original author, used for academic sharing only AI Hallucinations Can’t Be Stopped, But These Technologies Can Mitigate Their Damage Developers have ways to … Read more