Efficient Computations In Sequence Models: Finding a Sweet Spot Between Memory Efficiency And Parallelism In Sequence Length. Thesis by Maxime Vergnaud for AI Applications and Innovation MSc at Imperial College London. Grade: Distinction (85%).