How To Install python3-tpot on Kali Linux
Introduction
In this tutorial we learn how to install python3-tpot
on Kali Linux.
What is python3-tpot
python3-tpot is:
Consider TPOT your Data Science Assistant. TPOT is a Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.
TPOT will automate the most tedious part of machine learning by intelligently exploring thousands of possible pipelines to find the best one for your data.
Once TPOT is finished searching (or you get tired of waiting), it provides you with the Python code for the best pipeline it found so you can tinker with the pipeline from there.
TPOT is built on top of scikit-learn, so all of the code it generates should look familiar… if you’re familiar with scikit-learn, anyway.
This package contains the Python 3.x version of TPOT.
There are three methods to install python3-tpot
on Kali Linux. 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-tpot 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-tpot
using apt-get
by running the following command:
sudo apt-get -y install python3-tpot
Install python3-tpot Using apt
Update apt database with apt
using the following command.
sudo apt update
After updating apt database, We can install python3-tpot
using apt
by running the following command:
sudo apt -y install python3-tpot
Install python3-tpot Using aptitude
If you want to follow this method, you might need to install aptitude on Kali Linux first since aptitude is usually not installed by default on Kali Linux. Update apt database with aptitude
using the following command.
sudo aptitude update
After updating apt database, We can install python3-tpot
using aptitude
by running the following command:
sudo aptitude -y install python3-tpot
How To Uninstall python3-tpot on Kali Linux
To uninstall only the python3-tpot
package we can use the following command:
sudo apt-get remove python3-tpot
Uninstall python3-tpot And Its Dependencies
To uninstall python3-tpot
and its dependencies that are no longer needed by Kali Linux, we can use the command below:
sudo apt-get -y autoremove python3-tpot
Remove python3-tpot Configurations and Data
To remove python3-tpot
configuration and data from Kali Linux we can use the following command:
sudo apt-get -y purge python3-tpot
Remove python3-tpot configuration, data, and all of its dependencies
We can use the following command to remove python3-tpot
configurations, data and all of its dependencies, we can use the following command:
sudo apt-get -y autoremove --purge python3-tpot
Dependencies
python3-tpot have the following dependencies:
- python3-deap
- python3-joblib
- python3-numpy
- python3-pandas
- python3-scipy
- python3-sklearn
- python3-stopit
- python3-tqdm
- python3-xgboost
- python3
References
Summary
In this tutorial we learn how to install python3-tpot
package on Kali Linux using different package management tools: apt
, apt-get
and aptitude
.