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FreeWorkbookNumPy & Pandas

NumPy Practice Workbook

Practise NumPy on a synthetic factory sensor dataset, from guided tasks to a final dashboard challenge.

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At a glance

Exercises
67 tasks · 2 phases + final challenge
Level
Fundamentals → interview-style
Format
ZIP — Jupyter notebook + Python file
Included
Jupyter notebook and practice_system.py, which generates the dataset and serves hints and solutions
Software
Python, NumPy and Jupyter

About this workbook

Practise NumPy on a synthetic Smart Factory sensor network with missing readings, fault spikes and anomalies.

A learning phase introduces concepts, a testing phase makes you choose the right operation yourself, and a final challenge builds a factory health dashboard. Hints and solutions are on request.

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