Update README, and organize the repo

README.md

@@ -1,2 +1,102 @@
 # Polars-Learning-Path
-Polars Learning Path
+
+Welcome to the Polars-Learning-Path repository! This repository is dedicated to providing resources, tutorials, and examples for learning and working with Polars, a fast DataFrame library in Rust and Python. Our goal is to help users of all levels gain proficiency in using Polars for data manipulation and analysis.
+
+## About Polars
+
+Polars is a DataFrame library written in Rust, offering high performance and efficient data processing capabilities. It is also available in Python, providing an easy-to-use interface while leveraging Rust's speed.
+
+For more information on contributing to this repository, please see the [Contributing](#contributing) section.
+
+## Repository Structure
+
+- `Tutorials/`: Contains step-by-step guides that cover various aspects of Polars, providing a comprehensive learning experience.
+- `Examples/`: Offers practical examples that demonstrate the use of Polars in a variety of scenarios, showcasing its capabilities.
+- `Practice/`: Includes exercises designed to help practice and reinforce Polars skills, catering to different levels of proficiency.
+- `Projects/`: Features hands-on projects with real-world data, aimed at mastering Polars through applied learning.
+- `Datasets/`: Provides sample datasets used within tutorials, examples, and projects, aiding in practical exercises and demonstrations.
+- `Scripts/`: Contains utility scripts for data processing and analysis, complementing the learning material in other directories.
+
+
+# Maintainer
+
+This repository is currently maintained by **Dr.Saad Laouadi**. If you have any questions, feedback, or suggestions, feel free to reach out or open an issue.
+
+- **Name:** **Dr Saad Laouadi**
+- **GitHub:** [![GitHub](https://img.icons8.com/fluent/48/000000/github.png)](https://github.com/qcversity)
+
+- **LinkedIn:** [![LinkedIn](https://img.icons8.com/color/48/000000/linkedin.png)](https://www.linkedin.com/in/saad-laouadi/)
+- **Email:** [![Email](https://img.icons8.com/fluent/48/000000/mail.png)](mailto:[email protected])
+
+
+- [Introduction](#polars-learning-path)
+- [Tutorials](#tutorials)
+  - [Course Setup](#course-setup)
+    - [Environment Setup with venv](Tutorials/00.%20Course%20Setup/01_Environment%20Setup%20with%20venv.md)
+    - [Environment Setup with conda](Tutorials/00.%20Course%20Setup/02_Environment%20Setup%20with%20conda.md)
+    - [Environment Setup with mamba](Tutorials/00.%20Course%20Setup/03_Environment%20Setup%20with%20mamba.md)
+  - [Polars Vs Pandas](#polars-vs-pandas)
+    - [Pandas Vs Polars: Pandas](Tutorials/01.%20Polars%20Vs%20Pandas/Pandas%20Vs%20Polars%20Pandas.ipynb)
+    - [Polars Vs Pandas: Polars](Tutorials/01.%20Polars%20Vs%20Pandas/Polars%20Vs%20Pandas%20Polars.ipynb)
+  - [Reading Data](#reading-data)
+    - [Reading Plain Text Data](Tutorials/02.%20Reading%20Data/01.%20Reading%20Plain%20Text%20Data.ipynb)
+- [Examples](#examples)
+- [Projects](#projects)
+- [Scripts](#scripts)
+- [Datasets](#datasets)
+- [Presentation for Polars](#presentation-for-polars)
+- [Download Data Notebook](downlaod_data.ipynb)
+- [Download Datasets Script](download_datasets.py)
+
+
+## Getting Started
+
+To get started with this repository, clone it to your local machine using:
+
+```bash
+git clone https://github.com/your-username/Polars-Learning-Path.git
+```
+
+## Prerequisites
+
+Ensure you have Python installed on your system. You can download Python from python.org. Additionally, you'll need to install Polars. You can install it via pip:
+
+```
+pip install polars
+```
+
+## Running the Examples
+
+To run the examples, navigate to the examples/ directory and execute the Python scripts:
+
+```bash
+cd Polars-Learning-Path/examples/
+python example_script.py
+```
+
+## Contributing
+
+We welcome contributions to the Polars-Learning-Path repository! Whether it's adding new examples, improving tutorials, or fixing bugs, your contributions are greatly appreciated.
+
+### To contribute:
+
+1. Fork the repository.
+2. Create a new branch for your feature (`git checkout -b feature/NewFeature`).
+3. Commit your changes (`git commit -m 'Add some NewFeature'`).
+4. Push to the branch (`git push origin feature/NewFeature`).
+5. Open a pull request.
+
+
+## Acknowledgements
+
+- [Polars GitHub Repository](https://github.com/pola-rs/polars)
+- [Polars official documentation](https://pola-rs.github.io/polars/py-polars/html/index.html)
+
+
+
+### License
+
+-----
+
+![](https://licensebuttons.net/l/by-nc-sa/4.0/88x31.png)
+This work is licensed under [Attribution-NonCommercial-ShareAlike 4.0 International](http://creativecommons.org/licenses/by-nc-sa/4.0/?ref=chooser-v1)