Imagine you are an experienced AI engineer tasked with creating a machine learning model for an autonomous drone. The objective is to enable the drone to navigate through a complex environment, detect obstacles, and avoid collisions. Develop a Python script for this purpose, including the necessary libraries, functions, and considerations for achieving the specified goals. Please provide the code and any relevant explanations to ensure a clear understanding of the implementation.