This is a pack of 4 Python libraries on Ubuntu 22.04. NumPy is a general-purpose array processing package which provides tools for handling the n-dimensional arrays. It provides various computing tools such as comprehensive mathematical functions and linear algebra routines.

Pandas is an easy-to-use data analysis and manipulation tool, built on top of the Python programming language. Scikit-learn is a simple and efficient tool for predictive data analysis. It provides various tools for model fitting, data preprocessing, model selection, model evaluation, and many other utilities. Matplotlib is a comprehensive library for creating static, animated, and interactive visualizations in Python. Matplotlib makes easy things easy and hard things possible.

Key features of Numpy:

Multidimensional Arrays.
It contains tools for integrating code from other languages.
Open-source.
Efficient Element-wise Operations.

Key features of Pandas:

It provides versatile data structures and tools for efficiently handling and analyzing structured data.

Effective for manipulating and analyzing data..

Often used by tool that is Matplotlib.

Key features of Scikit-learn:

Simple and Consistent API object.

Wide Range of Algorithms: It includes a comprehensive collection of machine learning algorithms, including those for classification, regression, clustering, dimensionality reduction, ensemble methods, and more.

Model Selection and Evaluation: Scikit-learn offers utilities for model selection.

Key features of Matplotlib:

Basic Plotting: Matplotlib allows you to create basic line plots, scatter plots, bar plots, and more with just a few lines of code.

Customization: You can customize almost every aspect of your plots, including colors, line styles, markers, fonts, labels, and more.

Exporting: Matplotlib allows you to save plots in various formats, including PNG, PDF, SVG, and more.

To check the installation and version of the NumPy, Pandas, Matplotlib and Scikit-learn perform the steps below:

sudo apt-get update
i) sudo su
ii) cd /root
iii)source my-env/bin/activate, my-env is the virtual environment created to install the above tools
iv) pip show numpy pip show pandas pip show scikit-learn pip show matplotlib Run them one by one

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NumPy-Pandas-Scikit-learn-Matplotlib-Ubuntu-22.04Apps4Rent LLC

NumPy-Pandas-Scikit-learn-Matplotlib-Ubuntu-22.04

Apps4Rent LLC

NumPy-Pandas-Scikit-learn-Matplotlib-Ubuntu-22.04

Apps4Rent LLC

NumPy-Pandas-Scikit-learn-Matplotlib-Ubuntu-22.04
Apps4Rent LLC