UnajacimovicRegularizationWhen developing a machine learning model, your goal is to make it such as it generalize well and have high performance on the unseen data…Jul 15, 2022Jul 15, 2022
UnajacimovicComputer vision — UnetToday let’s talk about famous convolutional network architecture called Unet. It’s name is based on its shape which we will see later…Jul 10, 2022Jul 10, 2022
UnajacimovicDenoising autoencodersIn one of my previous posts, I discussed about different types of autoencoders. In this post I will give more attention to one specific…May 19, 2022May 19, 2022
UnajacimovicSVD and image compressionIn my last post, I discussed eigendecomposition. However, that can be applied only to square matrices. A more general method, Singular…May 3, 2022May 3, 2022
UnajacimovicEigendecompositionThe concept in Linear Algebra that underlies a general class of machine learning algorithms called spectral methods, such as Principal…May 1, 2022May 1, 2022
UnajacimovicAutoencoders… a scary name?When starting learning machine learning on my own, I was aware of the autoencoders and their existence. But from its name, I thought that…Mar 22, 2022Mar 22, 2022
UnajacimovicUnderstanding how backpropagation worksThe backpropagation algorithm is one of the fundamental algorithms for training a neural network. It uses the chain rule method to find out…Mar 7, 2022Mar 7, 2022