This special issue of the Journal of the Brazilian Chemical Society (JBCS) stands as a testament to the transformative power of machine learning (ML) within the chemical sciences. The diverse collection of papers presented herein highlights the profound impact and growing importance of ML in accelerating discoveries and advancing research across various sub-disciplines of chemistry.