PinnedInAnalytics VidhyabyJoseph Gatto·May 14, 2021An 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…
PinnedJoseph Gatto·Mar 23, 2021Support 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…
InAnalytics VidhyabyJoseph Gatto·Dec 5, 2021What 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…
Joseph Gatto·Mar 23, 2021Intuition — 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…
InAnalytics VidhyabyJoseph Gatto·Mar 23, 2021Nonlinear 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…
InAnalytics VidhyabyJoseph Gatto·Mar 23, 2021Understanding the SEMBLEU (and BLEU) MetricSEMBLEU: A Robust Metric for AMR Parsing Evaluation