Essays about: "Martin Leino"

Found 2 essays containing the words Martin Leino.

  1. 1. On the Modelling of Stochastic Gradient Descent with Stochastic Differential Equations

    University essay from Uppsala universitet/Analys och partiella differentialekvationer

    Author : Martin Leino; [2023]
    Keywords : stochastic gradient descent; stochastic differential equations; statistical machine learning;

    Abstract : Stochastic gradient descent (SGD) is arguably the most important algorithm used in optimization problems for large-scale machine learning. Its behaviour has been studied extensively from the viewpoint of mathematical analysis and probability theory; it is widely held that in the limit where the learning rate in the algorithm tends to zero, a specific stochastic differential equation becomes an adequate model of the dynamics of the algorithm. READ MORE

  3. 2. Dynamical Systems Analysis of a Low-Dimensional Model of Paleoclimatic Change

    University essay from Uppsala universitet/Tillämpad matematik och statistik

    Author : Martin Leino; [2021]
    Keywords : ;

    Abstract : .... READ MORE