Artificial Intelligence (AI) and Machine Learning (ML) have revolutionized various fields, including toxicology and epidemiology. By leveraging large datasets across different modalities (e.g. images, audio, free text, genomic data, and others) and advanced algorithms, AI/ML technologies offer significant potential in terms of storage and computing power providing the necessary base to be integrated with fundamental sciences and diversified research aims.