InGeek CulturebyDiego UnzuetaAnalysis of Synthetic Hotel Data in SpainWhat does a Scraping Project Look Like?Mar 29, 2022Mar 29, 2022
InTDS ArchivebyDiego UnzuetaDifferentiable Generator Networks: an IntroductionAn introduction to VAEs, GANs and their challengesOct 21, 20211Oct 21, 20211
InTDS ArchivebyDiego UnzuetaReinforcement Learning Applied to the Mountain Car ProblemHow I Taught a Machine to Play this Simple Video-GameFeb 3, 2022Feb 3, 2022
InTDS ArchivebyDiego UnzuetaHow GANs Learn: A Simple IntroductionHow Generative Adversarial Networks (GANs) learn, theory and applicationNov 1, 2021Nov 1, 2021
InTDS ArchivebyDiego UnzuetaVAEs: Indirect Sampling from Latent Image DistributionGenerating Image Data with Variational Auto EncodersOct 11, 2021Oct 11, 2021
InGeek CulturebyDiego UnzuetaTesla is About to Solve Autonomy, This is HowTesla’s massive advantage in data and technology; their fascinating autopilot capabilitiesOct 6, 20212Oct 6, 20212
InTDS ArchivebyDiego UnzuetaMCMC: A Visual IntroductionTwo basic sampling algorithms visually explainedOct 5, 20212Oct 5, 20212
InTDS ArchivebyDiego UnzuetaThe Secret Behind Neural NetworksWhy neural networks are actually direct estimators of the posterior probabilitySep 21, 2021Sep 21, 2021
InTDS ArchivebyDiego UnzuetaBayes’ Theorem, the Core of Machine LearningAn example of Bayes’ theorem and its importanceSep 21, 20211Sep 21, 20211
InTDS ArchivebyDiego UnzuetaDrawing out the Posterior Probability Surface of a Gaussian ClassifierGaussian Classifiers, exploring the effect of covariance and priors on the posterior probability surfaceSep 20, 2021Sep 20, 2021
InTDS ArchivebyDiego UnzuetaEquivalence of Regularised Least Squares and Maximising the Posterior Probability FunctionSep 17, 2021Sep 17, 2021
InTDS ArchivebyDiego UnzuetaDerivation of Least Squares Regressor and ClassifierA basic but powerful classifier and regressor, their derivations and why they workSep 17, 20211Sep 17, 20211
InTDS ArchivebyDiego UnzuetaWhere Online Learning Outperforms Conventional Models: How Recursive Least Squares WorksA simple model that learns on the fly updating its weights as new data comes in.Sep 17, 20211Sep 17, 20211