PinnedHeleneAn Introduction to Bayesian Inference — part 1In this article, we will take a closer look at Bayesian Inference. We want to understand how it diverges from Frequentist Inference, and…·13 min read·Dec 15, 2021--2--2
HeleneAn Introduction to Convolutional Neural Networks — Part 1In this series, we will start to learn about Convolutional Neural Networks. We will not only learn about them on an intuitive level, but…·11 min read·May 3, 2022----
HeleneAn Introduction to Neural Networks — Part 1In this series, we will start to learn about Neural Networks. We will not only learn about them on an intuitive level, but we will also…·9 min read·Apr 29, 2022--1--1
HeleneAn Introduction to Gaussian Bayesian NetworksIn the last article, we talked about networks where we have a mix of both discrete and continuous Random Variables. We saw that we were…·8 min read·Feb 27, 2022----
HeleneContinuous Variables in Graphical ModelsIn the last many articles, we have considered two different types of Graphical Models: Bayesian Networks and Markov Networks. However, in…·4 min read·Feb 25, 2022----
HeleneAn Introduction to Ising ModelsIn this article, we will consider Ising Models, which is one of the earliest types of Markov Networks. We will, once again, need to…·6 min read·Feb 24, 2022----
HeleneUseful Probability Theory for Bayesian NetworksIn this article, we will take a look at some useful probability theory for when we work with Bayesian Networks or Graphical Models in…·9 min read·Feb 24, 2022----
HeleneThe Complexity and Graph Structure of Variable EliminationIn the last article, we talked about the algorithm behind Variable Elimination. We also saw an example of how it was done in practice. In…·9 min read·Feb 23, 2022----
HeleneInference in Graphical Models — the Algorithm behind Variable EliminationIn the last article, we saw a general idea behind Variable Elimination. In this article, we will continue upon this knowledge and be…·6 min read·Feb 22, 2022----
HeleneInference in Graphical Models — Introduction to Variable EliminationIn a former article, we talked about inference on Graphical Models. We specifically considered the complexity of both exact and…·5 min read·Feb 21, 2022----