Yuki ShizuyainTowards AIExplainable AI for CLIP: The Architecture Explanation and its Application for Segment AnythingA detailed explanation of the effective activation map visualization technique for CLIP and its application for Segment AnythingAug 133Aug 133
Yuki ShizuyainIntuitionStatistics: Multivariate time series analysis — VMA, VAR, VARMAThe mathematical understanding of VMA, VAR, and VARMA and practical Python implementationAug 1Aug 1
Yuki ShizuyainTowards AIDetailed Guide of How To Set up MLflow on GCP in a Secure WayHow to set up an open-source MLOps platform for internal team use-caseJul 24Jul 24
Yuki ShizuyainIntuitionStatistics: Time Series Analysis — Compilation of the fundamental conceptsGentle introduction of time series analysis basics with visualization and detailed mathematical derivationJul 6Jul 6
Yuki ShizuyainThe Quantastic JournalMathematical understanding of Gaussian ProcessDetailed explanation of mathematical background of Gaussian process with necessary concepts and visualizationJun 243Jun 243
Yuki ShizuyainIntuitionGentle introduction of Bayesian Linear RegressionMathematical background behind the Bayesian linear regression with Gaussian prior and practical implementationJun 81Jun 81
Yuki ShizuyainIntuitionUnderstanding L1 and L2 regularization with analytical and probabilistic viewsDerive L1 and L2 regularization via analytical and probabilistic solutionMay 252May 252
Yuki ShizuyainIntuitionGentle introduction of Continuous Optimization for machine learningThis blog will introduce the basics of continuous optimization, gradient descent for unconstrained optimization, and Lagrange multiplier…May 13May 13
Yuki ShizuyainIntuitionGentle introduction of Multiple linear regressionDetailed Mathematical derivation and the Python implementation of multiple linear regressionApr 301Apr 301
Yuki ShizuyainIntuitionDetailed Mathematical Derivation of EM algorithmDetailed mathematical derivation of EM algorithm and implement from scratch in PythonApr 16Apr 16