Skip to content
Learn Netverks

Lesson

Step 22/36 61% through track

knitr-rmarkdown-intro

knitr and R Markdown intro (local)

Last reviewed Jun 1, 2026 Content v20260601
Track mode
server_script
Means
Server runner
Reading
~1 min
Level
intermediate

This lesson

An orientation to the R track—how the compiled playground works, core vocabulary, and what you will practice next.

You need a clear map of the R track so vectors, data frames, factors, and the tidyverse mindset do not feel like magic.

You will apply knitr and R Markdown intro (local) in contexts like: Reproducible research PDFs, lab notebooks, and automated report pipelines.

Write R in the editor and click Run on server—the dev runner executes with Rscript; use print() or cat() and base R in playground snippets (tidyverse locally; LEARNING_RUNNER_ENABLED=true). Also read the interview prep blocks.

After basic programming and ideally SQL—pair with Python for ML-heavy roles or stay in R for stats and research pipelines.

R Markdown (.Rmd) mixes prose, code chunks, and outputs—knitr executes chunks and renders HTML/PDF/Word. Install rmarkdown locally; playground prints chunk concepts.

Chunk anatomy

```{r setup, message=FALSE}
df <- data.frame(x = 1:3, y = c(2, 4, 6))
summary(df)
```

Reproducibility

Reports re-run from source—pair with Git and renv for pinned packages. Compare notebook workflows with Jupyter in Python.

Important interview questions and answers

  1. Q: What does knitr do?
    A: Executes R chunks and embeds output in the rendered document.
  2. Q: Rmd vs script?
    A: Rmd is narrative + analysis; scripts are batch automation—often both in one repo.

Self-check

  1. What file extension for R Markdown?
  2. Why pin package versions in reports?

Tip: Commit .Rmd + renv.lock, not knitted HTML, unless your team policy says otherwise.

Interview prep

What is an Rmd chunk?

Fenced code region executed by knitr during render.

Interview tip Lesson completion confidence

Can you explain this lesson in 30 seconds without reading notes?

Not saved yet.

Playground

Runs on the configured server runner (dev: npm run runner with LEARNING_RUNNER_ENABLED=true). Output appears below the editor.

Check yourself

Multiple choice — immediate feedback.

Discussion

Past discussion is visible to everyone. Only logged-in users can post comments and replies.

Starter discussion topics

  • Rmd chunks?
  • knitr::opts_chunk?

Sign up or log in to post comments and sync lesson progress across devices.

No discussion yet. Be the first to ask a question.

Jump