Code repository for the book 'Machine Learning in Python for Visual and Acoustic Data-based Process Monitoring'

GovInsight-AI 是一个基于大语言模型 (LLM) 的政务诉求工单办理质量智能检测系统。该项目专门针对政务服务热线（如12345）中"群众诉求"与"办理答复"的一致性问题进行自动化检测。系统通过集成阿里云Qwen-Plus模型，像资深质检员一样自动比对群众原始诉求与职能部门办理回复，精准识别答非所问、逻辑不通、解决不彻底、态度生硬等问题，并提供智能化的修正建议。项目已重构为Cloudflare Pages全栈Serverless架构，支持本地开发和云端部署。Intelligent Quality Inspection System for Government Service Hotlines (12345) powered by LLM.

FactoryAnalytics- Visual defect detector model training portion

👩😍✨离合器质量在线检测系统，一个同学的毕业设计，同样的需要先导入数据库才能够使用，否则连界面都看不到。

This repository describes AI-based approaches using Deep Learning (DL), making a benchmark of multiple Convolutional Neural Network (CNN) models and performance comparison specifically for inspection. Feel free to contribute.

An innovative anomaly detection system for manufacturing industries. Integrating MVTec AD dataset, MiniCPM language model, and LoRA explanation generation, achieving AUC 0.7175 practical-level anomaly detection performance on 416 complete wallplugs dataset.