Jupyter notebooks provide an interactive coding environment where users can execute code cells and see output immediately, allowing for incremental development. Unlike traditional REPLs that primarily output text, Jupyter notebooks support diverse visualizations, enhancing data analysis. The conversation also touches on R markdown, which offers a similar experience for R users, emphasizing the importance of visual feedback in programming.