Deep Learning

Image Verification Codes and Large-Scale Image Recognition Technology

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Image Verification Codes and Large-Scale Image Recognition Technology

To distinguish between humans and computers, many services on the Internet use CAPTCHA technology, such as email applications, bank system logins, and transaction confirmations in e-commerce systems. Although character recognition remains the most commonly used method for CAPTCHAs, image semantic recognition-based CAPTCHAs have gradually appeared in some important Internet applications and have sparked heated discussions. … Read more

Overview of Unresolved Issues in Speech Recognition

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Overview of Unresolved Issues in Speech Recognition

Excerpt from Awni Translation by Machine Heart Contributors:Nurhachu Null,Lu Xue Since the application of deep learning in the field of speech recognition, the word error rate has significantly decreased. However, speech recognition has not yet reached human-level performance and still faces multiple unresolved issues. This article discusses various aspects of the unresolved problems in speech … Read more

Colossal-AI: Reducing AIGC Training Costs Significantly

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Colossal-AI: Reducing AIGC Training Costs Significantly

Machine Heart released Machine Heart Editorial Team How to better, faster, and cheaper achieve training and fine-tuning of AIGC models has become the biggest pain point for the commercialization and explosive application of AIGC. Colossal-AI, based on its professional technical accumulation in democratizing large models,open-sourced a complete Stable Diffusion pre-training and personalization fine-tuning solution, accelerating … Read more

Understanding Stable Diffusion Through 35 Illustrations

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Understanding Stable Diffusion Through 35 Illustrations

Source | OSCHINA Community – OneFlow Deep Learning Framework Original link: https://my.oschina.net/oneflow/blog/6087116 Author｜Jay Alammar Translated by｜Yang Ting, Xu Jiayu Recently, AI image generation has attracted attention for its ability to create stunning images based on textual descriptions, greatly changing the way people create images.Stable Diffusion, as a high-performance model, produces higher quality images, operates faster, … Read more

Understanding Kimi 1.5 Technical Report

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Understanding Kimi 1.5 Technical Report

Recently, it feels like the New Year has come early. Just last night, DeepSeek and Kimi both released their version 1.0, and Kimi was the first to publish its technical report, which is quite interesting… When it comes to Kimi, everyone has the impression that it has a technological first-mover advantage, being the first to … Read more

Detailed Explanation of Attention Mechanism (With Code)

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Detailed Explanation of Attention Mechanism (With Code)

The Attention mechanism is a technique in deep learning, particularly widely used in Natural Language Processing (NLP) and computer vision. Its core idea is to mimic the human attention mechanism, where humans focus on certain key parts of information while ignoring less important information. In machine learning models, this can help the model better capture … Read more

Efficient Data Mining and Analysis with Cline and DeepSeek-V3 in Python

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Efficient Data Mining and Analysis with Cline and DeepSeek-V3 in Python

The world of data analysis is growing larger, and technology is evolving rapidly. Today, let’s talk about how to achieve efficient data mining and analysis using Python’s Cline and DeepSeek-V3 libraries. You may ask, what are Cline and DeepSeek-V3? In simple terms, Cline is a data scraping tool, while DeepSeek-V3 is a powerful deep learning … Read more

Understanding Key Technology DeepSeekMoE in DeepSeek-V3

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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

Innovative Applications of Intelligent Agents in Traditional Poultry Industry

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Innovative Applications of Intelligent Agents in Traditional Poultry Industry

Abstract: This article focuses on the innovative applications of intelligent agents in the traditional poultry industry. It explains how intelligent agents bring significant changes to the poultry industry by enhancing production efficiency, animal welfare, and reducing costs through innovative methods such as data collection and analysis, environmental monitoring, and disease early warning systems. Strategies to … Read more

Practices of Milvus in Likee Video Deduplication

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Practices of Milvus in Likee Video Deduplication

Introduction This article mainly introduces how BIGO, a video live-streaming company with 400 million global users, utilizes the vector search engine Milvus for deduplication of massive short videos. With the acceleration provided by the Milvus vector search engine, BIGO’s short video product Likee can control each search within 200ms while ensuring a high recall rate. … Read more