nguyenducnhaty / Chemoinformatics-tutos

Compilation of chemoinformatics and machine learning techniques

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Chemoinformatics and Machine Learning for Drug Discovery

Description: This repository contains a set of tutorials that teach the basics of chemoinformatics and machine learning for drug discovery. The tutorials are designed for beginners, and they cover a variety of topics, including:

logo chemoinfo

  • Introduction to chemoinformatics and Rdkit
  • Machine learning for drug discovery
  • Data collection and preprocessing for chemoinformatics and machine learning
  • Feature selection for chemoinformatics and machine learning
  • Model building for chemoinformatics and machine learning
  • Evaluation of chemoinformatics and machine learning models

The tutorials are accompanied by Jupyter notebooks that allow you to follow along and practice the concepts.

Audience: This repository is intended for beginners who are interested in learning about chemoinformatics and machine learning for drug discovery.

Prerequisites: No prior knowledge of chemoinformatics or machine learning is required. However, some familiarity with Python is helpful.

Installation: To install the tutorials, you will need to have Python 3 and Jupyter Notebook installed. You can install Python and Jupyter Notebook by following the instructions on the Python website: https://www.python.org/ and the Jupyter Notebook website: https://jupyter.org/. otherwise follow How to use it bellow.

Usage: To use the tutorials, simply clone the repository to your computer and open the Jupyter notebooks in a web browser. The notebooks are divided into sections, and each section contains a tutorial on a specific topic.

Contributing: If you would like to contribute to the repository, please feel free to open a pull request.

License: The repository is licensed under the MIT License.

Contact: If you have any questions or feedback, please feel free to contact me at [a.aouidate@uiz.ac.ma].

How to use :

Anaconda installation :

If you don't have anaconda installed on your machine, please refere to the anaconda website

Download the git repository

git clone https://github.com/Aouidate/Chemoinformatics-tutos.git

Create an ADN Anaconda environment

conda env create -f ADN.yml

Activate the Anaconda ADN environment

conda activate ADN

Lunch the jupyter notebook

jupyter-notebook

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Compilation of chemoinformatics and machine learning techniques


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