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NumPy-Pandas-Scikit-learn-Debian-11

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NumPy-Pandas-Scikit-learn-Debian-11

Apps4Rent LLC

NumPy, Pandas, Scikit-learn are the Machine Learning tools.

This is a pack of 3 AI/ML Oriented Tools 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.

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..
  • Data Alignment: Pandas automatically aligns data based on the row and column labels, making it easy to perform operations on different datasets without worrying about alignment issues..
  • 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.

    • 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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