Deep Skyline Community Search
A learning-driven framework for efficient skyline community search in high-dimensional attributed networks.
Open paperMX Research Archive · Lite View
Minglang Xie
AI / Data Systems / Full-Stack Engineer
UNSW MPhil graduate working across graph machine learning, data systems, and production-oriented AI software. I care about systems that are technically rigorous, useful in practice, and honest about what they can do.
Project Gallery
A focused snapshot of current work across AI transcription, domain RAG, retail operations, recipe formulation, and map generation.
MVP / quality iteration · 68%
Song2Notation
AI-powered music transcription for turning audio into sheet music, Jianpu, piano roll, MIDI, and portable notation formats.
Knowledge + retrieval iteration · 55%
Agarwood AI
A bilingual RAG knowledge assistant for agarwood education, fragrance guidance, cultural knowledge, and buyer consultation.
MVP workflow closure · 62%
Space Display SaaS
A mobile-first SaaS/PWA for managing retail products, spaces, zones, shelves, layers, and placement search.
Core tool polish · 78%
Gelato Recipe Generator
A formulation tool for building gelato and sorbet recipes with ingredient profiles, texture targets, metrics, warnings, and exports.
Demo generation loop · 58%
Travel Map Creator
A travel-map poster generator that discovers nearby points, lets users edit routes and places, and renders social-ready map images.
Knowledge Studio
17 articles and 2 peer-reviewed papers.
Assessing Solar-to-PV Power Conversion Models: Physical, ML, and Hybrid Approaches Across Diverse Scales
A cross-scale evaluation of physical, machine-learning, and physics-informed hybrid models for photovoltaic power conversion.
Open paper0102030405060708091011121314151617
Building Song2Notation: From Audio to Sheet Music
A working note on the product and engineering decisions behind an AI music-transcription workflow.
What I Learned from Deep Skyline Community Search
Lessons from combining graph representation learning with a difficult high-dimensional search problem.
Building AI SaaS Products with Vercel, Supabase, and Tencent Cloud
A practical comparison of product infrastructure choices across prototypes and self-hosted deployments.
以交易为生
摘录并整理《以交易为生》中关于交易心理、止损纪律、仓位管理与长期生存的核心原则。
C++ 面试题总结
系统整理 C++ 基础、面向对象、内存管理、并发、STL 与模板等常见面试知识点。
ROS基础原理
从节点、话题、服务和消息机制出发，系统梳理 ROS 架构、开发工具与机器人应用基础。
Redis常见面试题总结
覆盖 Redis 数据结构、持久化、缓存策略、集群与高可用机制的常见面试知识。
Java 面试题总结
系统整理 Java 基础、面向对象、集合、并发、JVM、Spring 与数据库相关知识。
二叉树原理及常见算法题
梳理二叉树性质、遍历方式、搜索树与高频算法题的思路和实现。
动态规划算法详解
从状态定义和转移方程出发，结合典型题型系统讲解动态规划方法。
操作系统与并发
覆盖进程、线程、内存管理、同步、锁与死锁等操作系统和并发核心知识。
堆栈队列与排序算法
系统整理栈、队列、堆和常见排序算法，并比较其时间与空间复杂度。
红黑树原理及实现
介绍红黑树的平衡规则、旋转与变色操作，以及插入、删除和工程应用。
数据库原理与MySQL vs PostgreSQL
梳理关系型数据库、事务、索引与查询优化，并比较 MySQL 和 PostgreSQL。
计算机网络与协议
从 OSI 模型到 TCP、UDP、HTTP、HTTPS 与跨域，系统整理网络协议基础。
计算机图形学、OpenGL 、VTK、OpenCV
覆盖图形学基础、渲染管线，以及 OpenGL、VTK、OpenCV 的核心概念与实践。
神经网络原理与实践
从神经元、反向传播到训练实践，系统整理神经网络的基础原理与实现思路。
Flight Log
Research, engineering, teaching, and product work.
Master of Philosophy, Computer Science and Engineering
UNSW Sydney
Machine Learning-Based Data Structures · Thesis: Deep Skyline Community SearchBachelor of Science
UNSW Sydney
Computer Science · Database SystemsFrontend Software Engineer
Shook Cafe
Built a WeChat mini-program for event publishing, registration, role-based operations, export workflows, and platform content-safety checks; deployed supporting services on AWS EC2.Teaching Assistant / Tutor · COMP9311 Database Systems
UNSW CSE
Delivered postgraduate tutorials covering relational design, SQL, transactions, indexing, and query optimization; assessed coursework and supported students through forums.General Software Engineer Intern
Huawei Hangzhou Research Institute
Ran and debugged Spark SQL workloads, used Spark UI and YARN to diagnose data skew, OOM, shuffle, executor, CPU, and memory bottlenecks, and analyzed execution plans and resource configuration.04 · Contact Shore