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:

Key features of Scikit-learn:

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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