Data-Science-Collab

<!-- PROJECT LOGO --> <br /> <p align="center"> <a href=""> <img src="Assets/Collab1.png" alt="Logo"> </a> </p> <h2>This is the official repository of the Data Science Cell Training journey provided by the <a href="https://web.facebook.com/CIT.INPT">CIT</a> Club.</h2> <!-- TABLE OF CONTENTS --> <details open="open"> <summary>Table of Contents</summary> <ol> <li> <a href="https://github.com/KOBeerose/Data-Science-Cell-Training/tree/main/1-Introduction">Introduction</a> <ul> <li><a href="https://github.com/KOBeerose/Data-Science-Cell-Training/blob/main/1-Introduction/Data%20Cell%20-%20Overview%20.pdf">Overview & Roadmap</a></li> </ul> <ul> <li><a href="https://github.com/KOBeerose/Data-Science-Cell-Training/blob/main/1-Introduction/Data%20Cell%20-%20Overview%20.pdf">Sources</a></li> </ul> </li> <li> <a href="https://github.com/KOBeerose/Data-Science-Cell-Training/tree/main/2-Getting%20Started">Getting Started</a> <ul> <li><a href="#prerequisites">Prerequisites</a></li> <li><a href="#installation">Installation</a></li> </ul> </li> <li><a href="https://github.com/KOBeerose/Data-Science-Cell-Training/tree/main/3-Data%20Collection">Data Collection</a></li> <li><a href="https://github.com/KOBeerose/Data-Science-Cell-Training/tree/main/4-Exploratory%20Data%20Analysis">Exploratory Data Analysis</a></li> <li><a href="https://github.com/KOBeerose/Data-Science-Cell-Training/tree/main/5-Pre-processing">Pre-processing</a> <ul> <li><a href="https://github.com/KOBeerose/Data-Science-Cell-Training/blob/main/5-Pre-processing/Data%20Cleaning.ipynb">Cleaning</a></li> </ul> <ul> <li><a href="https://github.com/KOBeerose/Data-Science-Cell-Training/blob/main/5-Pre-processing/Feature%20Engineering.ipynb">Feature engineering</a></li> </ul> </li> <li><a href="https://github.com/KOBeerose/Data-Science-Cell-Training/tree/main/6-Data%20Visualization">Data Visualization</a></li> <li><a href="https://github.com/KOBeerose/Data-Science-Cell-Training/tree/main/7-Machine%20Learning">Machine Learning</a> <ul> <li><a href="https://github.com/KOBeerose/Data-Science-Cell-Training/blob/main/7-Machine%20Learning/Data%20Cell%20-%20Machine%20Learning.pdf">Intro to ML</a></li> </ul> <ul> <li><a href="https://github.com/KOBeerose/Data-Science-Cell-Training/blob/main/7-Machine%20Learning/Classification%20Model.ipynb">Model Building</a></li> </ul> <ul> <li><a href="#Cross-vauldation">Cross-vauldation</a></li> </ul> <ul> <li><a href="#Hyperparameters">Hyperparameters optimization</a></li> </ul> <ul> <li><a href="#evaluation">Model Evaluation</a></li> </ul> </li> <li><a href="#mlops">MLOps</a> <ul> <li><a href="#api">API implementation</a></li> </ul> <ul> <li><a href="#cloud">Cloud deployment</a></li> </ul> </li> </ol> </details>