Education
教育背景
Graduate training, deliberately cross-disciplinary.刻意跨学科的研究生训练。
AI & DataAI 与数据
- MSc E-Commerce & Internet Computing 电子商务与互联网计算理学硕士
- PgDip AI & Business Transformation AI 与商业转型研究生文凭
- First Prize, Data Scientist Programme 数据科学家项目 · 一等奖
Business & Management商业与管理
- MSc Engineering Business Management 工程商业管理理学硕士
- MSc Marketing Management 市场营销管理理学硕士
- MCom Finance 金融商学硕士
- BCom Accounting & Management 会计与管理商学学士
About
关于我
Bridging deep technical execution with graduate-level business strategy.以深厚的技术执行力，衔接研究生层级的商业战略思维。
- Design and deploy end-to-end MLOps pipelines, from experimentation to production
- Turn model performance into measurable operational and commercial outcomes
- Bridge technical depth with graduate training across finance, marketing, e-commerce, and engineering management
- 设计并部署端到端 MLOps 流水线，从实验阶段到生产环境上线
- 将模型性能转化为可衡量的运营与商业成果
- 以深厚技术能力，衔接金融、市场营销、电商与工程管理领域的研究生训练
Capabilities
核心能力
Research and engineering focus areas.研究与工程重点领域。
01
Applied AI & RAG Systems应用型 AI 与 RAG 系统
- Retrieval-augmented generation with hybrid retrieval and reranking
- Multi-language intent engines and computer-vision inference pipelines
- 检索增强生成(RAG)，混合检索与重排序
- 多语言意图识别引擎与计算机视觉推理流水线
02
MLOps & Production InfrastructureMLOps 与生产基础设施
- Model serving, process management, and reverse proxies
- Observability for systems under real customer traffic
- 模型服务化、进程管理与反向代理
- 真实客户流量下的系统可观测性设计
03
Enterprise Data & SaaS Architecture企业级数据与 SaaS 架构
- Multi-tenant data models and role-based billing logic
- Conflict-aware scheduling and bulk data import/export
- 多租户数据模型与基于角色的计费逻辑
- 冲突检测排程，以及批量数据导入导出
04
Financial & Statistical Modelling金融与统计建模
- DCF and LBO modelling with Monte Carlo simulation
- CLV analysis and psychometric statistics from first principles
- 基于蒙地卡罗模拟的 DCF 与 LBO 建模
- 客户终身价值分析，与从第一原理构建的心理测评统计
05
Bilingual Product & UX Delivery双语产品与用户体验交付
- Full English/Chinese product builds with i18n architecture
- RTL support and interface design that reads as considered, not translated
- 完整的中英双语产品构建，含国际化架构
- RTL 布局支持，界面经用心设计而非机械翻译
06
Business Translation商业转译能力
- Graduate training across finance, marketing, e-commerce, and engineering
- Technical roadmap and P&L conversation in the same meeting
- 横跨金融、市场营销、电商与工程管理的研究生训练
- 技术路线图与损益讨论可在同一场会议中完成
Selected Work · 2024–2026
精选作品 · 2024–2026
21 systems, built and shipped.21 个系统，从设计到上线。
Most work below was delivered under NDA — names withheld, technology and architecture shown.
以下作品多数属于保密协议(NDA)客户交付，隐去名称，展示技术与架构。
Personal Study
个人修习
Buddhist Texts Collection佛教典籍收藏
A small collection of classical texts, kept as a personal practice.
一份小型佛教经典收藏，作为个人修习保留于此。
Get in Touch
联系我
Open to academic collaboration and doctoral research dialogue.欢迎学术合作与博士研究交流。
If you are a researcher, professor, or admissions committee member interested in my work, I would welcome the conversation.
如果您是研究者、教授，或对我的研究方向感兴趣的招生委员会成员，欢迎与我交流。
david.kwan.warwick@gmail.comI read and respond to every message myself.
每一封信息我都会亲自阅读并回复。