Building a Student Marks Dashboard: From Data to Live Web App

Most pandas tutorials teach you syntax. They show you .mean(), .groupby(), .apply(). But they don't show you how the pieces connect — how a CSV becomes a chart, how a chart becomes a web app, how a web app ends up live on the internet. I wanted to see that full pipeline for myself. So I built a small project: a student marks dashboard that reads a CSV, calculates results, plots a chart, and runs as a live web app.
This is an AI-generated summary. ShortSingh links to the original source for the complete article.
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