Understanding Key Technology DeepSeekMoE in DeepSeek-V3

Understanding Key Technology DeepSeekMoE in DeepSeek-V3

1. What is Mixture of Experts (MoE)? In the field of deep learning, the improvement of model performance often relies on scaling up, but the demand for computational resources increases sharply. Maximizing model performance within a limited computational budget has become an important research direction. The Mixture of Experts (MoE) introduces sparse computation and dynamic … Read more

Comparison of MiniMax-01 and DeepSeek-V3

Comparison of MiniMax-01 and DeepSeek-V3

Author: Jacob, Code Intelligent Copilot & High-Performance Distributed Machine Learning SystemOriginal: https://zhuanlan.zhihu.com/p/18653363414>>Join the Qingke AI Technology Group to exchange the latest AI technologies with young researchers/developers Recommended Reading Interpretation of MiniMax-01 Technical Report Interpretation of DeepSeek-V3 Technical Report Comparison of MiniMax-01 and DeepSeek-V3 Aspect MiniMax-01 DeepSeek-V3 Model Architecture Based on linear attention mechanism, using hybrid … Read more

Comparison Between MiniMax-01 and DeepSeek-V3

Comparison Between MiniMax-01 and DeepSeek-V3

Comparison table Aspect MiniMax-01 DeepSeek-V3 Model Architecture Based on linear attention mechanism, using a hybrid architecture (Hybrid-Lightning), and integrating MoE architecture. Based on Transformer architecture, using MLA and DeepSeekMoE architectures, and introducing auxiliary loss-independent load balancing strategies. Parameter Scale 456 billion total parameters, 45.9 billion active parameters. 671 billion total parameters, 37 billion active parameters. … Read more

Mastering DeepSeek: From Beginner to Expert

Mastering DeepSeek: From Beginner to Expert

Let’s talk about DeepSeek, a rising star in the GPT series. It is not just a language model but more like a super brain that can converse. Today, we will delve into DeepSeek and see how it handles various tasks. What is DeepSeek? DeepSeek is simply an incredibly powerful language model. It learns to understand … Read more

Unlocking New Uses for DeepSeek: An Alternative to Claude

Unlocking New Uses for DeepSeek: An Alternative to Claude

Many friends have gradually become reliant on this tool due to Claude’s powerful features. However, if you are paying for Claude just because of this “capability”, I would like to say that you can actually use DeepSeek, which can achieve the same effect! Because, DeepSeek has a feature that other domestic large models, even ChatGPT, … Read more

Boost Efficiency by 10x! How to Use DeepSeek for Code Generation

Boost Efficiency by 10x! How to Use DeepSeek for Code Generation

The DeepSeek model shines like a dazzling new star, rapidly gaining popularity and attracting attention from all sectors. With astonishingly low training costs, it has achieved performance that rivals industry giants like ChatGPT, particularly excelling in the realm of code generation, showcasing extraordinary capabilities and exceptional strength. Even more impressive is its API usage cost, … Read more

In-Depth Exploration: Creating a New Intelligent Development Experience with DeepSeek and Cursor

In-Depth Exploration: Creating a New Intelligent Development Experience with DeepSeek and Cursor

DeepSeek <span>DeepSeek</span> is the latest star project, with Lei Jun personally recruiting key developers. The entire training process for <span>DeepSeek</span> V3 took less than 2.8 million <span>GPU</span> hours, and its performance is said to be close to that of <span>GPT-4o</span>. This project is very easy to use; you can register on your phone to receive … Read more

Cold Reflection Behind ChatGPT’s Popularity: AI Implementation Steps

Cold Reflection Behind ChatGPT's Popularity: AI Implementation Steps

From “Deep Blue” to AlphaGo, and now to ChatGPT, the artificial intelligence industry has experienced ups and downs for decades. ChatGPT has sparked heated discussions in the internet and global markets, accompanied by major signals from domestic and international internet giants such as Google, Meta, and Baidu, increasing public curiosity and expectations for “AI.” What … Read more

The Evolution of AI Agents: Tools, Context, Code, and Safety

The Evolution of AI Agents: Tools, Context, Code, and Safety

(Source: MIT Technology Review) AI agents are currently a hot topic in the tech field. From Google DeepMind and OpenAI to Anthropic, major companies are competing to give LLMs the ability to autonomously complete tasks. These systems are referred to as Agentic AI and have become a new focal point of discussion in Silicon Valley. … Read more