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.

To check the installation and version of the NumPy, Pandas and Scikit-learn 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.

Default ports:

SSH: 22
HTTP: 80
HTTPS: 443

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NumPy, Pandas, Scikit-learn on Debian 11Apps4Rent LLC

NumPy, Pandas, Scikit-learn on Debian 11

Apps4Rent LLC

NumPy, Pandas, Scikit-learn on Debian 11

Apps4Rent LLC

NumPy, Pandas, Scikit-learn on Debian 11
Apps4Rent LLC