Title: “Enhancing Collection System Condition Assessment through Artificial Intelligence and Machine Learning Methodologies” Introduction: Collection systems play a critical role in managing and transporting wastewater and stormwater, ensuring the health and safety of communities. However, due to aging infrastructure