[Roadmaps]

Frontend, Backend, MERN, and Fullstack Paths

Guided learning tracks with stage-wise direction, context, prerequisites, and outcome focus.

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roadmap

Data Analyst with Python Roadmap

beginner

A beginner-to-intermediate path for analytics with Python, visualization, data cleaning, and insight communication.

Data AnalysisPandasPythonRoadmap
5 steps~172h50 lessonsCertificate13,8604.7

Prerequisites:

Basic arithmetic and spreadsheet literacy

Recommended next:

Pandas workflows and cleaning strategies