This document provides a step-by-step guide for installing essential Python libraries for data science, including NumPy, SciPy, Matplotlib, Pandas, and Scikit-learn on a Linux system using the package manager pip. Each section outlines the installation command, testing method, and troubleshooting tips for verifying successful installation. Users are equipped with foundational libraries to embark on their data science journey.