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The tutorial starts with creating a new react application using npx create-react-app. Then, the process involves changing into the new directory and setting up AWS amplify with either MPM or YARN. The next step is to create a new amplify project by running amplify in it, providing a project name, environment name, text editor choice, and default options. Enabling auth by running amplify add auth is essential for the predictions category for machine learning. Finally, predictions can be added by running amplify add predictions, choosing Identify as the category type, identifying the text, naming the resource, enabling document identification, and granting access to auth and guest users.