仓库/Skill 库

本仓库记录了我通过对研究论文的结构化分析、文献综述以及对基因组学、转录组学、生物信息学和 AI 在生命科学中应用的笔记，对计算生物学的持续探索。This repository documents my ongoing exploration of computational biology through structured analyses of research papers, literature reviews, and notes on genomics, transcriptomics, bioinformatics, and AI applications in life sciences.

面向系统文献综述的确定性、饱和度感知滚雪球方法：可配置的停止规则、捕获-再捕获召回率估计、哈希校验的可复现性。Deterministic, saturation-aware snowballing for systematic literature reviews: configurable stopping rules, capture-recapture recall estimation, hash-verified reproducibility.

常态化跨领域研究智库：系统评价与方法学文档，特色方法是对零结果与阴性结果的取证式处理。A standing cross-domain research think tank: systematic reviews and methodology documentation, with forensic treatment of null and negative results as its distinctive method.

简介：使用机器学习与数据挖掘技术预测学业表现。技术栈：Python、机器学习、数据科学 AI 研究实验室。教育数据挖掘文献综述、数据集采集与预处理、分类算法实现、模型性能对比、学业成功影响因素分析Description: Predict academic performance using machine learning and data mining techniques Technology: Python, Machine Learning, Data Science AI Research Lab Literature review on educational data mining Dataset collection and preprocessing Implement classification algorithms Compare model performance Analyze factors affecting student success

硕士研究项目中用于统计分析与数据可视化的 R 脚本R scripts used for statistical analysis and data visualisation in my MSc research project.

新西兰 PIC Party 项目，涉及为期 59 天的政党注册议题、独立选区候选人、基于良知的政府组建以及正在浮现的生活成本政策。本站呈现提案、研究问题、政治讽刺与政策建模；非选举委员会建议，不代表官方选举。PIC Party New Zealand project, the 59-day party-registration issue, independent electorate candidates, conscience-based government formation and emerging cost-of-living policy. This site presents proposals, research questions, political satire and policy modelling. It is not Electoral Commission advice and does not represent an official election.

语言驱动、无锁的分布式工作流引擎 — 用 FFL 编写工作流，运行时负责执行、依赖解析、恢复和热部署。Language-directed, lock-free distributed workflow engine — write workflows in FFL, the runtime handles execution, dependency resolution, recovery, and live deployment.

葡萄牙国家预算执行数据分析 — 基于 pandas 的数据流水线，并针对公共支出模式提出五个研究问题Analysis of Portuguese State Budget execution data — pandas pipeline and five research questions on public spending patterns

将 AI/ML/DL 应用于 CarakaBinary（源自《Carakasaṃhitā》的梵文 NLP 数据集）的研究项目。通过探索 EDA、ML、DL 与预训练模型来学习可复现研究。长期目标：为梵文与阿育吠陀知识构建可信的 AI。Research project applying AI/ML/DL to CarakaBinary, a Sanskrit NLP dataset derived from the Carakasaṃhitā. Exploring EDA, ML, DL and pretrained models to learn reproducible research. Long-term aim: build trustworthy AI for Sanskrit and Ayurvedic knowledge.

本仓库包含用于结构化数据新型类别不平衡学习方法系统文献综述的 Python 流水线与最终数据集，支持文章自动筛选，并提供文章级与实验级摘要，包括所用数据集与报告的性能结果。This repository contains a Python-based pipeline and final dataset used in a Systematic Literature Review on novel class imbalance learning methods for structured data. It supports automated article filtering and provides article- and experiment-level summaries, including datasets used and reported performance results.

升级 Grand Theft Auto V（GTA V）画面表现，增强真实光照、天气效果与改进贴图，带来终极 4K 视觉体验。Upgrade Grand Theft Auto V graphics with realistic lighting, weather effects, and improved textures for a definitive 4K visual experience.

展示学术写作与技术传播成果的专业数字作品集。Professional digital portfolio showcasing my academic writing and technical communication work.

AI Kubernetes 升级智能平台——通过确定性兼容性分析 + RAG-grounded LLM 规划，实现安全集群升级（EKS/GKE/AKS/OpenShift/kubeadm）。AI Kubernetes Upgrade Intelligence Platform — deterministic compatibility analysis + RAG-grounded LLM planning for safe cluster upgrades (EKS/GKE/AKS/OpenShift/kubeadm)

守护你的 .bib 文件：在写入前验证引用，查找每篇论文的真实出版信息，并保持整个参考文献格式统一。纯标准库 Python，无需 pip，无需 API key。Your .bib, guarded: verify a citation before it is written, find where each paper was really published, and keep the whole bibliography in one format. Stdlib-only Python, no pip, no API key required.

基于 Codex、LaTeX、TeX Live 与 VS Code 的双语可复现学术写作工作流。A bilingual, reproducible workflow for academic writing with Codex, LaTeX, TeX Live, and VS Code.

完整的 S&P 500 质量评分项目：数据采集与剖析、修正板块/子行业错配、清洗异常值与缺失值、将 5 项指标归一化为综合得分、回答全部 4 个研究问题，并搭建交互式 Power BI 仪表盘Complete S&P 500 Quality Score project: sourced and profiled data, fixed the sector/sub-industry mismatch, cleaned outliers and missing values, normalized 5 metrics into a composite score, answered all 4 research questions, and built an interactive Power BI dashboard.

本项目研究金融市场的统计特性、不同资产的收益行为、风险测度以及跨市场关联的量化方法，奠定量化研究的核心技能基础。This project investigates the statistical properties of financial markets, how different assets behave, how risk is measured, and how inter-market relationships can be quantified; building the core skills used in quantitative research.

应用 AI、可复现研究与可靠工程。Applied AI, reproducible research, and reliable engineering.

提供清晰的分步指南，介绍如何在 Arch Linux 上结合 rEFInd 与 Nvidia 硬件启用带模块签名强制的 Secure Boot。Provide a clear, step-by-step guide to enable Secure Boot with module signature enforcement on Arch Linux using rEFInd and Nvidia hardware.

涵盖项目开发、研究、公共卫生与政策领域的数据分析、统计分析与数据可视化项目精选集A collection of selected data analytics, statistical analysis, and data visualization projects developed across project development, research, public health, and policy.

元宇宙信任模型 PRISMA 2020 系统综述的筛选记录（2002 年–2026 年 6 月）。包含 2026 年 7 月检索更新中识别的 496 条记录的逐条筛选决策、排除原因与主题标签。IEEE TPS 2026 双盲评审论文的补充材料。Screening record for a PRISMA 2020 systematic review of trust models for the Metaverse (2002–June 2026). Contains per-record screening decisions, exclusion reasons, and theme labels for 496 records identified in the July 2026 search update. Supplementary material for a paper under double-blind review at IEEE TPS 2026.

关于可复现 pipelines 的 capstone workshop：项目结构、环境、Make、containers 与多步 SLURM workflows。Capstone workshop on reproducible pipelines: project structure, environments, Make, containers and multi-step SLURM workflows.

论文《Quantifying temporal changes in the monetary value of forest cultural ecosystem services globally: a meta-analysis (2026)》的复现材料。Replication materialss for: Quantifying temporal changes in the monetary value of forest cultural ecosystem services globally: a meta-analysis (2026)

面向学术写作的研究提示词生成器A research prompt generator for academic writing

基于 PRISMA 2020 的 LLM 微调技术系统综述（2020–2025）— 84 项研究，涵盖 LoRA/QLoRA/RLHF/DPO，本科毕业论文（PUCE）。PRISMA 2020 systematic review of LLM fine-tuning techniques (2020-2025) - 84 studies, LoRA/QLoRA/RLHF/DPO, undergraduate thesis (PUCE).

与 VM 医学院联合开发的开源生物统计与临床研究工具包，为研究者提供免费的 SPSS 替代方案，支持统计分析及自动化报告生成。Open-source biostatistics and clinical research toolkit being developed with VM Medical College to provide researchers with a free SPSS alternative for statistical analysis and automated report generation.

Quarto 文档模板：符合英国文档标准的简洁专业 PDF 与 HTML 输出Quarto document template: clean professional PDF and HTML output per UK document standards

只读型 Hyperliquid SP500 反转扫描器，配套 Discord 告警与可复现研究工具Read-only Hyperliquid SP500 reversal scanner with Discord alerts and reproducible research tooling.

学术研究引用管理与论文工具——即时获取洞察，不打断你的专注。立即下载，5 分钟内即可上手运行。Academic Research Citation Manager And Paper — instant insights without breaking your focus. Download now and be running in under 5 minutes.

可复现的系统文献综述流水线：检索、去重、筛选、PDF 下载、提取、PRISMA 2020 图表生成以及 BibTeX/RIS 导出。Reproducible systematic literature review pipeline: search, dedup, screen, PDF download, extraction, PRISMA 2020 figures, and BibTeX/RIS export.

针对 PX4 飞控软件的覆盖率引导事务语义审计研究 artifactResearch artifact for coverage-guided transactional semantic auditing of PX4 flight-control software.

Markdown 学术写作工作流：一篇以 Markdown 纯文本示例论文阐述写作流程，同时作为学习与脚手架项目。Markdown Academic Writing Workflow, an example paper talking about the writing workflow with Markdown plain text file, served as a learning and a scaffolding project at the same time.

关于备灾基础设施、离线连接、开源硬件与分布式制造的持续陪伴式资料：框架、案例研究、扩展文献综述与建议。Living companion on preparedness infrastructure, offline connectivity, open hardware, and distributed manufacturing: framework, case studies, extended literature review, and recommendations.

MetaWorld Research Academy——meta 分析工具平台。MetaWorld Research Academy - meta-analysis tools platform