With the explosion of LLMs and NLP methods, AI-generated text has become ubiquitous on the internet. This presents several challenges across many contexts, ranging from plagiarism in the academic setting to misinformation on social media and its consequences in electoral politics. With this in mind, we explore a range of classical statistical learning classifiers as well as deep learning based transformers to detect AI-generated text.