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NumPy-Pandas-Scikit-learn-Matplotlib-Debian-11

Apps4Rent LLC

NumPy-Pandas-Scikit-learn-Matplotlib-Debian-11

Apps4Rent LLC

NumPy, Pandas, Matplotlib are Python library integrated with the Scikit-learn which is a Machine learning library for Python on Debian 11.

This is a pack of 4 Python library tools for the Python Programming Language on Debian 11. 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.
  • 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.
  • Multiple Plot Types: Matplotlib supports various types of plots, including line plots, scatter plots, bar plots, histograms, pie charts, 3D plots, and more.
  • To check the installation and version of the NumPy, Pandas and Scikit-learn, Matplotlib perform the steps below after updating the machine:

    • Update the machine with: 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 Run the pip show command one at a time

    Disclaimer: Apps4Rent does not offer commercial licenses of any of the products mentioned above. The products come with open source licenses. 

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