PinnedPublished inAnalytics VidhyaThe Math Behind the Machine: A Deep Dive into the Transformer ArchitectureThe transformer architecture was introduced in the paper “Attention is All You Need” by Vaswani and a team of researchers at Google. In the…Jan 165Jan 165
Understanding principle component analysis (PCA) — From scratch!Principle component analysis is the most basic and simple dimensionality reduction technique in data science and machine learning. Using…Dec 4, 20211Dec 4, 20211
Published inAnalytics VidhyaUnderstanding GANs — Deriving the Adversarial loss from scratchGenerative adversarial networks or GANs for short are an unsupervised learning task where the generator model learns to discover patterns…Mar 3, 20212Mar 3, 20212
Published inAnalytics VidhyaConfidence Intervals — A Gentle IntroductionIn statistics, Confidence Interval is one of the most fundamental and important concept that is extensively used in Data Analysis and…Sep 9, 2020Sep 9, 2020
Published inAnalytics VidhyaLogistic Regression — A Geometric PerspectiveLogistic regression is one of the most popular supervised machine learning technique that is extensively used for solving classification…Sep 5, 2020Sep 5, 2020
Published inAnalytics VidhyaUnderstanding The Central Limit Theorem for Data ScienceCentral limit theorem is one of the most important and very fundamental theorem in statistics that is extensively used in Data science and…Sep 1, 2020Sep 1, 2020
