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Laiye Technology Team
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Laiye Technology Team

Official account of Laiye Technology, featuring its best tech innovations, practical implementations, and cutting‑edge industry insights.

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Recent Articles

Latest from Laiye Technology Team

36 recent articles
Laiye Technology Team
Laiye Technology Team
Jan 28, 2022 · Artificial Intelligence

Survey of Model Compression and Quantization Techniques for Deep Neural Networks

This article provides a comprehensive overview of deep learning model compression and acceleration methods, detailing pruning strategies, various pruning types, evaluation criteria, sparsity ratios, fine‑tuning procedures, as well as linear and non‑linear quantization approaches, their implementations, and practical considerations.

Quantizationdeep learningefficiency
0 likes · 26 min read
Survey of Model Compression and Quantization Techniques for Deep Neural Networks
Laiye Technology Team
Laiye Technology Team
Jan 7, 2022 · Artificial Intelligence

Understanding Vector Retrieval: Principles, Applications, and High‑Performance Algorithms

This article explains how deep learning transforms unstructured data into dense vectors, defines vector retrieval, outlines its many use cases such as product, video, and text search, discusses challenges in learning effective embeddings, and reviews high‑performance algorithms like LSH, neighbor graphs, and product quantization.

AI applicationsHNSWLSH
0 likes · 21 min read
Understanding Vector Retrieval: Principles, Applications, and High‑Performance Algorithms
Laiye Technology Team
Laiye Technology Team
Dec 31, 2021 · Artificial Intelligence

Overview of Table Recognition Techniques and Practical Implementation

This article reviews the challenges of extracting structured table data from images, compares two‑stage and end‑to‑end OCR approaches, evaluates four state‑of‑the‑art table‑recognition models (SPLERGE, CascadeTabNet, TableMASTER, UnetTable), and presents a practical deployment workflow with performance metrics.

AIOCRStructured Data
0 likes · 14 min read
Overview of Table Recognition Techniques and Practical Implementation
Laiye Technology Team
Laiye Technology Team
Dec 24, 2021 · Backend Development

B2B vs B2C Business Differences and Building a Scalable B2B Technical Architecture

The article compares B2B and B2C business models, highlights differences in demand certainty and service‑quality tolerance, and proposes a four‑layer, cloud‑native technical architecture—including container, middleware, business, and low‑code platform layers—to guide B2B system and vision construction.

B2BMiddlewareTech Strategy
0 likes · 14 min read
B2B vs B2C Business Differences and Building a Scalable B2B Technical Architecture
Laiye Technology Team
Laiye Technology Team
Dec 17, 2021 · Cloud Native

Evolution of Laiye Technology’s Private Deployment Architecture: From Manual to Automated Cloud‑Native Solutions

The article chronicles Laiye Technology’s journey from early manual on‑premises deployments to a fully automated, Kubernetes‑based private deployment platform, detailing the challenges faced, the incremental optimizations introduced, and the current standardized tools that now serve hundreds of enterprise customers.

DevOpsKubernetesautomation
0 likes · 8 min read
Evolution of Laiye Technology’s Private Deployment Architecture: From Manual to Automated Cloud‑Native Solutions
Laiye Technology Team
Laiye Technology Team
Dec 10, 2021 · Artificial Intelligence

Best Practices for Building an Entity‑Relationship Annotation Tool at Laiye AI R&D Center

This article details Laiye Technology’s AI R&D team’s end‑to‑end approach to designing and optimizing a custom entity‑relationship annotation tool, covering data‑labeling challenges, shortcomings of Excel and off‑the‑shelf solutions, architectural requirements, line‑breaking and mark‑position algorithms, performance improvements, and real‑world results.

Data AnnotationJavaScriptNLP
0 likes · 12 min read
Best Practices for Building an Entity‑Relationship Annotation Tool at Laiye AI R&D Center
Laiye Technology Team
Laiye Technology Team
Dec 3, 2021 · Frontend Development

Understanding Native ES Modules and Why Vite Is So Fast

This article explains the concept of Native‑ESM, traces the evolution of JavaScript module systems from IIFE to ES Modules, and shows how Vite leverages native ES modules, ESBuild, and caching to achieve dramatically faster cold starts and hot updates compared to traditional bundlers like Webpack.

Build ToolES ModuleJavaScript
0 likes · 14 min read
Understanding Native ES Modules and Why Vite Is So Fast
Laiye Technology Team
Laiye Technology Team
Sep 24, 2021 · Artificial Intelligence

Self‑Supervised Learning and Contrastive Methods for Computer Vision and OCR Applications

This article surveys self‑supervised learning techniques for computer‑vision tasks, explains common pretext tasks and contrastive loss designs, reviews representative models such as SimCLR, MoCo, SmAV and SimSiam, and demonstrates their practical impact on a captcha‑OCR system with measurable accuracy gains.

OCRSimCLRSimSiam
0 likes · 23 min read
Self‑Supervised Learning and Contrastive Methods for Computer Vision and OCR Applications
Laiye Technology Team
Laiye Technology Team
Jun 8, 2021 · Artificial Intelligence

Modelling Hierarchical Structure between Dialogue Policy and Natural Language Generator with Option Framework for Task-oriented Dialogue Systems

This paper presents a hierarchical reinforcement learning approach that jointly trains dialogue policy and natural language generation modules for task-oriented dialogue systems, achieving state‑of‑the‑art performance on MultiWOZ 2.0 and 2.1 while preserving response fluency.

MultiWOZReinforcement learningdialogue policy
0 likes · 10 min read
Modelling Hierarchical Structure between Dialogue Policy and Natural Language Generator with Option Framework for Task-oriented Dialogue Systems