To run the project, navigate to the 'Project' folder in your Jupyter Notebook and open BookRecommenderSystem.ipynb, which contains the project's source code. To run the project's graphical user interface (GUI) or website, open the Book-Recommender-System-Website folder in your PyCharm IDE and execute the project.