Language models have revolutionized how we interact with AI, enabling powerful applications in various fields.However, one major challenge with language models is hallucination, where false or misleading information is confidently produced.Hallucinations can undermine trust, mislead users, and cause harm in sensitive applications.A guide introduces DeepEval, a Python library for effectively evaluating and managing language model outputs to detect and mitigate hallucination.