Published inGeek CultureDeep Learning Part 3: Backpropagation; Nothing But a Game of TelephoneAn intuitive way of understanding backpropagation by relating it to the game of “telephone”Aug 22, 20211Aug 22, 20211
Published inGeek CultureDeep Learning Part 2: Vanilla vs Stochastic Gradient DescentHow vanilla gradient descent works, and why it’s inefficient to the point where stochastic gradient descent is neededAug 16, 2021Aug 16, 2021
Published inGeek CultureDeep Learning: Meaning, Motivation, and NN Basic StructureWhat is deep learning, why is it needed, and understanding neural networks through their most basic structureAug 9, 2021Aug 9, 2021
Published inGeek CultureAnomaly DetectionAlgorithm for catching outliers using Gaussian distributionJul 12, 2021Jul 12, 2021
A Different Way of Looking at Precision vs RecallGoing beyond the confusing definitions by looking at model evaluation through a different lensJul 7, 2021Jul 7, 2021
Published inGeek CultureDimensionality Reduction and Principal Component AnalysisThis is part nine of a series I’m working on, in which we’ll discuss and define introductory machine learning algorithms and concepts. At…Jun 29, 2021Jun 29, 2021
Published inGeek CultureUnsupervised Learning and the Intuition Behind K-Means ClusteringThis is part eight of a series I’m working on, in which we’ll discuss and define introductory machine learning algorithms and concepts. At…Jun 22, 2021Jun 22, 2021
Published inGeek CultureSupport Vector Machines and KernelsThis is part seven of a series I’m working on, in which we’ll discuss and define introductory machine learning algorithms and concepts. At…Jun 15, 2021Jun 15, 2021
Published inGeek CultureEvaluating Your Hypothesis and Understanding Bias vs VarianceThis is part five of a series I’m working on, in which we’ll discuss and define introductory machine learning algorithms and concepts. At…Jun 6, 2021Jun 6, 2021
Published inGeek CultureNeural Networks Part 2: Backpropagation and Gradient CheckingThis is part five of a series I’m working on, in which we’ll discuss and define introductory machine learning algorithms and concepts. At…Jun 1, 2021Jun 1, 2021