本页按会议来源与主题检索原始工作坊，是独立的参考资料目录。连续阅读请进入《现代 R 进阶》，动手实践请进入配套训练。
posit::conf Workshop Catalog (2024–2026) · posit::conf 工作坊总目录
A curated, topic-organized map of official posit::conf / rstudio::conf workshop materials, covering three conference years. 2026 materials are mirrored under content/en/; prior-year materials are linked to their canonical upstream repositories.
官方 posit::conf 工作坊材料的主题化总目录，覆盖三届年会。2026 年材料镜像于 content/en/； 往届材料链接到上游权威仓库。
Legend / 图例: 🟢 beginner 入门 · 🟡 intermediate 进阶 · 🔴 advanced 高级 · ⭐ = recommended starting point 推荐起点
Track 1 · R Language Foundations · R 语言基础
| 1.1 |
R programming basics ⭐ |
r-programming (+ exercises) |
2025 |
🟢 |
upstream |
| 1.2 |
Helping yourself / docs & debugging |
modern-r-workflow 01-helping-yourself |
2026 |
🟢 |
content/en/ |
| 1.3 |
Modern R workflow with AI ⭐ |
modern-r-workflow (full) |
2026 |
🟡 |
content/en/ |
| 1.4 |
R package development ⭐ |
pkg-dev |
2025 |
🟡 |
upstream |
Track 3 · Quarto & Publishing · 文档出版
| 3.1 |
Quarto intro ⭐ |
quarto-intro |
2024 |
🟢 |
upstream |
| 3.2 |
Practical Quarto patterns ⭐ |
practical-quarto (+ exercises) |
2026 |
🟡 |
content/en/ |
| 3.3 |
Branding (brand.yml) |
quarto-brand |
2025 |
🟡 |
upstream |
| 3.4 |
Extensions (Lua/filters) |
quarto-extend (+ exercises) |
2025 |
🔴 |
upstream |
Track 4 · Data Engineering · 数据工程
| 4.1 |
Databases in R (DuckDB) ⭐ |
databases |
2024 |
🟡 |
upstream |
| 4.2 |
Apache Arrow |
arrow |
2024 |
🟡 |
upstream |
| 4.3 |
Polars (Python) |
modern-ds-python 03_polars |
2026 |
🟡 |
content/en/ |
Track 5 · Visualization & Tables · 可视化与表格
| 5.1 |
ggplot2 mastery ⭐ |
ggplot2 |
2025 |
🟡 |
upstream |
| 5.2 |
plotnine (Python ggplot) |
modern-ds-python 02_plotnine |
2026 |
🟡 |
content/en/ |
| 5.3 |
Great Tables |
modern-ds-python 04_great_tables |
2026 |
🟡 |
content/en/ |
Track 6 · Shiny & Interactive Apps · 交互应用
| 6.1 |
Shiny for R (full course) ⭐ |
shiny-r |
2025 |
🟢→🟡 |
upstream |
| 6.2 |
Level-up Shiny |
level-up-shiny |
2024 |
🔴 |
upstream |
| 6.3 |
Shiny for Python |
shiny-py |
2025 |
🟢→🟡 |
upstream |
| 6.4 |
shinychat (LLM in Shiny) |
llms 24-26_shinychat/querychat |
2026 |
🔴 |
content/en/ |
Track 7 · Statistics & Machine Learning · 统计与机器学习
| 7.1 |
tidymodels (R ML) ⭐ |
tidymodels |
2025 |
🟡 |
upstream |
| 7.2 |
scikit-learn (Python ML) |
scikit-learn |
2025 |
🟡 |
upstream |
| 7.3 |
Causal inference in R ⭐ |
causal |
2025 |
🔴 |
upstream |
| 7.4 |
MLOps with vetiver |
vetiver |
2024 |
🟡 |
upstream |
Track 8 · LLM & AI Programming · 大模型编程（2026 新增）
| 8.1 |
LLM conversation anatomy |
llms 01-11 |
2026 |
🟢 |
content/en/ |
| 8.2 |
Structured output & evals |
llms 10/15/17/18 |
2026 |
🟡 |
content/en/ |
| 8.3 |
Agents & tool calling ⭐ |
llms 19-20 |
2026 |
🔴 |
content/en/ |
| 8.4 |
Agent skills |
llms 21-22 + .agents/skills/ |
2026 |
🔴 |
content/en/ |
| 8.5 |
RAG & MCP |
llms 51-52 |
2026 |
🔴 |
content/en/ |
| 8.6 |
Posit Assistant & AGENTS.md |
modern-r-workflow 03-07 |
2026 |
🟡 |
content/en/ |
Track 9 · Pharma & Regulated · 制药与合规
| 9.1 |
Clinical reporting (SDTM→ADaM→TFL) ⭐ |
pharmaverse |
2026 |
🟡 |
content/en/ |
| 9.2 |
Regulated environments (GxP) |
r-pharma-regulated |
2026 |
🔴 |
content/en/ |
| 9.3 |
Reproducible regulated envs |
reproducible-environments |
2025 |
🔴 |
upstream |
| 9.4 |
Pharmaverse (2025 edition) |
pharmaverse-2025 |
2025 |
🟡 |
upstream |
Recommended learning paths · 推荐学习路线
- R 数据科学新手 / R-newcomer: 1.1 → 2.1 → 3.1 → 5.1 → 1.3 → 6.1 → 4.1
- 现代 R 工程师 / modern R engineer: 2.1 → 1.3 → 1.4 → 3.2 → 8.6 → 2.3
- AI 工具链 / AI tooling: 2.1 → 8.1 → 8.2 → 8.3 → 8.4 → 8.5 → 6.4
- 临床制药 / clinical pharma: 1.1 → 1.3 → 9.1 → 9.2 → 9.3 → 7.3
- Python 双修 / Python track: 2.1 → 4.3 → 5.2 → 5.3 → 6.3 → 7.2
Not curated (backlog) / 未编选（备查）
Kept out of v1 for scope control; still valuable: 2024 quarto-dashboards, quarto-websites, intro-ds-r, tidymodels-intro, tables, dev-ops, databricks, ml-python, wtf, programming-r; 2025 llm (superseded by 2026 llms), ds-workflows-r (superseded by 2026 modern-r-workflow), feat-eng-tune, r-production. 为控制 v1 范围暂不编选；仍有价值，后续按需加入。