• Transition State (TS) Search: Transition states play a critical role in understanding reaction mechanisms. ML algorithms can aid in the efficient search for transition states by exploring the PES and identifying regions likely to contain transition states. This can reduce the need for costly quantum mechanical calculations and guide further exploration of reaction pathways.