In the field of nanotechnology, the use of machine learning and predictive models is becoming increasingly prevalent. These models can help predict the properties and behaviors of nanomaterials, which are often too complex to be understood through traditional methods. However, the complexity of these models can make their predictions difficult to interpret. LIME provides a way to explain these predictions, making it easier for researchers to trust and understand the models.