Notebook-based Development Task
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A Notebook-based Development Task is a software development task that utilizes interactive notebooks for ... coding, documentation, and visualization within a single environment.
- Context:
- It can (often) be used for Exploratory Programming (enabling algorithm prototyping).
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- It can range from creating Data Cleaning Pipelines to deploying Interactive Visualizations and Model Training Scripts.
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- It can integrate code, narrative text, and visualizations.
- It can rely on Notebook Extensions.
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- Example(s):
- One that employs a Jupyter Notebook for training a Machine Learning Model with a visual exploration of hyperparameters.
- One that uses Google Colab to perform collaborative data analysis and interactive graphing with real-time code execution.
- One that incorporates Interactive Widgets to demonstrate mathematical models, allowing users to adjust parameters live.
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- Counter-Example(s):
- IDE-based Development Task, which relies on Integrated Development Environments like Visual Studio Code or PyCharm rather than interactive notebooks.
- Script-based Development Task, where code and documentation are separated into distinct files without interactive outputs.
- Low-code Development Task that emphasize drag-and-drop functionality over direct coding.
- See: Jupyter Notebooks, Google Colab, Data Science Workflows, Machine Learning Model Development.