Instructions for setting up the VoiceStar project include downloading pretrained models, creating a Conda environment, and installing necessary Python packages. The article also covers running inference commands for text-to-speech synthesis and provides solutions for handling warnings during execution. Additionally, it specifies the licensing for the code and model weights used in the project.