Math heavy, interesting question but sounded like and exam from the whole 5 years CS /ML master in 1h. Questions from analysing matrices dimensions, ranks, to more discussion based questions about attention mechanism ect. Last programming part run very short and was interrupted due to lack of time, seemed a bit too rushed at the end