Práce se zabývala generováním a klasifikací boulderingových problémů. Jako netriviální hodnotím obě hlavní části práce, a to sběr dat bez jednoduchého API a také trénování transformeru na poměrně nové oblasti. Práci tak hodnotím jako spíše náročnou. Zadání bylo splněno i s rozšířením o webovou aplikaci. 

Výsledná práce byla integrována do webové aplikace, kde si může uživatel vyzkoušet generování boulderingových problémů. Tato aplikace byla také k dispozici v lezeckém centru Hangar Brno. 

Konzultace probíhaly pravidelně, na konzultace chodil připravený a plnil případné dohodnuté práce na další konzultaci.

Evaluation level: assignment fulfilled, and the work contains significant extensions

The assignment was completed in full and at every point the student takes extra steps to carefully select and validate each part of the model design to ensure that the final model performs as well as possible. I especially commend the thorough architecture and hyperparameter search conducted in chapter 5 as well as the effort to collect human feedback.

The thesis is exceptionally well structured, has great flow, and contains all the necessary details. At no point during the review I found myself confused or lacking a piece of information.

The thesis provides a comprehensive survey of prior work relevant to both the thesis topic itself as well as the methods used for the solution, and the student takes care to define the key points of differentiation of the presented work compared to prior work. The citations are in the vast majority relevant and accurate, however, in a few places the student uses survey papers to cite certain findings, which in my opinion should include a citation of the original work. Lastly, the bibliography contains a few arxiv/preprint entries which were published at a conference or in a journal and should be cited as such.

The work presents a novel method for generating Moonboard boulderproblems, which remains a largely unexplored problem in general. Apart from problem generation, the work also presents boulder grade classification performance that is superior to prior work. The work presents well-validated models that generate problems of quality that is generally more than acceptable by experienced climbers and from my own testing experience, I can attest that fully attest to this. The thesis warrants at least a core A publication which I strongly suggest the student should consider.