PinnedPublished inAnalytics VidhyaAn Overview of the Various BERT Pre-Training MethodsIf you are interested in machine learning then, over the past few years, you have likely heard of the Transformer model that has…May 14, 2021May 14, 2021
PinnedSupport Vector Machines (SVMs) for people who don’t care about optimizationI long avoided the math behind Support Vector Machines because I know it's an optimization problem, and unless I am minimizing something…Mar 23, 2021Mar 23, 2021
Published inAnalytics VidhyaWhat are Abstract Meaning Representation graphs?If you work in NLP, you might come across a graphical semantic representation known as Abstract Meaning Representations. In this article I…Dec 5, 2021Dec 5, 2021
Intuition — Why L1 Regularization Pushes Coefficients to 0I always hear a general hand-wavey statement that “Ridge Regression pushes coefficients towards zero, but Lasso Regression actually zeros…Mar 23, 2021Mar 23, 2021
Published inAnalytics VidhyaNonlinear Regression Tutorial with Radial Basis FunctionsLet's take a look at basis function regression which allows us to model non-linear relationships. If you are familiar with regular linear…Mar 23, 2021Mar 23, 2021
Published inAnalytics VidhyaUnderstanding the SEMBLEU (and BLEU) MetricSEMBLEU: A Robust Metric for AMR Parsing EvaluationMar 23, 2021Mar 23, 2021