Yuki ShizuyainAI AdvancesNovel personalized image generation: InstantID — Theoretical Understanding and ApplicationsInstantID is a novel personalized image generation based on the diffusion model. This blog covers the theoretical understanding and how to…1d ago1d ago
Yuki ShizuyainAI AdvancesIntroduction of Multimodal topic modelingLearn how to implement multimodal topic modeling using CLIP and BLIP-2 with BERTopicSep 10Sep 10
Yuki ShizuyainAI AdvancesExplainable Clustering — The Introduction of Recursive Embedding and Clustering and its ApplicationSpotify developed the simple but powerful explainable clustering methodAug 232Aug 232
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 244Jun 244
Yuki ShizuyainIntuitionGentle introduction of Bayesian Linear RegressionMathematical background behind the Bayesian linear regression with Gaussian prior and practical implementationJun 82Jun 82
Yuki ShizuyainIntuitionUnderstanding L1 and L2 regularization with analytical and probabilistic viewsDerive L1 and L2 regularization via analytical and probabilistic solutionMay 252May 252