One of the critical applications is in drug discovery, where ML algorithms help in predicting the toxicity of potential new drugs early in the development process. Another crucial application is in environmental toxicology, where models predict the ecological impact of various chemicals. Additionally, ML algorithms assist in regulatory toxicology by providing evidence to support the safety assessments required for new chemicals and products.