How To Install python3-keras-applications on Debian 12

Learn how to install python3-keras-applications on Debian 12 with this tutorial. python3-keras-applications is popular models and pre-trained weights for the Keras deep learning framework

Introduction

In this tutorial we learn how to install python3-keras-applications on Debian 12.

What is python3-keras-applications

python3-keras-applications is:

Keras is a Python library for machine learning based on deep (multi- layered) artificial neural networks (DNN), which follows a minimalistic and modular design with a focus on fast experimentation.

Features of DNNs like neural layers, cost functions, optimizers, initialization schemes, activation functions and regularization schemes are available in Keras a standalone modules which can be plugged together as wanted to create sequence models or more complex architectures. Keras supports convolutions neural networks (CNN, used for image recognition resp. classification) and recurrent neural networks (RNN, suitable for sequence analysis like in natural language processing).

It runs as an abstraction layer on the top of Theano (math expression compiler) by default, which makes it possible to accelerate the computations by using (GP)GPU devices. Alternatively, Keras could run on Google’s TensorFlow (not yet available in Debian).

Keras Applications is the applications module of the Keras deep learning library. It provides model definitions and pre-trained weights for a number of popular architectures, such as VGG16, ResNet50, Xception, MobileNet, and more.

There are three methods to install python3-keras-applications on Debian 12. We can use apt-get, apt and aptitude. In the following sections we will describe each method. You can choose one of them.

Install python3-keras-applications Using apt-get

Update apt database with apt-get using the following command.

sudo apt-get update

After updating apt database, We can install python3-keras-applications using apt-get by running the following command:

sudo apt-get -y install python3-keras-applications

Install python3-keras-applications Using apt

Update apt database with apt using the following command.

sudo apt update

After updating apt database, We can install python3-keras-applications using apt by running the following command:

sudo apt -y install python3-keras-applications

Install python3-keras-applications Using aptitude

If you want to follow this method, you might need to install aptitude first since aptitude is usually not installed by default on Debian. Update apt database with aptitude using the following command.

sudo aptitude update

After updating apt database, We can install python3-keras-applications using aptitude by running the following command:

sudo aptitude -y install python3-keras-applications

How To Uninstall python3-keras-applications on Debian 12

To uninstall only the python3-keras-applications package we can use the following command:

sudo apt-get remove python3-keras-applications

Uninstall python3-keras-applications And Its Dependencies

To uninstall python3-keras-applications and its dependencies that are no longer needed by Debian 12, we can use the command below:

sudo apt-get -y autoremove python3-keras-applications

Remove python3-keras-applications Configurations and Data

To remove python3-keras-applications configuration and data from Debian 12 we can use the following command:

sudo apt-get -y purge python3-keras-applications

Remove python3-keras-applications configuration, data, and all of its dependencies

We can use the following command to remove python3-keras-applications configurations, data and all of its dependencies, we can use the following command:

sudo apt-get -y autoremove --purge python3-keras-applications

Dependencies

python3-keras-applications have the following dependencies:

References

Summary

In this tutorial we learn how to install python3-keras-applications package on Debian 12 using different package management tools: apt, apt-get and aptitude.