PinnedPublished inStackademicMastering Clustering — DBSCANHow to correctly and efficiently cluster geographical data with DBSCANApr 17, 202450Apr 17, 202450
PinnedPublished inTDS ArchiveMonte Carlo Simulation — a practical guideA versatile method for parameters estimation. Exemplary implementation in Python programming language.Jan 31, 20224938Jan 31, 20224938
PinnedPublished inTDS ArchiveGradient Descent Algorithm — a deep diveThe Gradient Descent method lays the foundation for machine learning and deep learning techniques.May 22, 20211.6K14May 22, 20211.6K14
Published inTDS ArchiveDepth-First Search — Fundamental Graph AlgorithmPython recursive implementation of DFS algorithm with examples and step-by-step explanationsSep 26, 202493Sep 26, 202493
Is Moore’s Law Dead? Dying? Or still Alive?Looking into technical details behind Moore’s Law.Mar 5, 202471Mar 5, 202471
Published inTDS ArchiveWhen CPU is faster than GPU — typical casesHow to choose the hardware to optimize the computation for your use caseMay 21, 20231541May 21, 20231541
Published inTDS ArchiveLightweight Introduction to MLOpsHow and where the MLOps journey starts — basic building blocksNov 9, 2022432Nov 9, 2022432
Published inTDS ArchiveBackpropagation — chain rule and PyTorch in actionA simple guide from a theory to the implementation in Pytorch.Jul 6, 20221412Jul 6, 20221412
Published inTDS ArchiveBatch, Mini-Batch and Stochastic Gradient Descent for Linear RegressionImplementation and comparison of three basic Gradient Descent variantsJun 15, 2021130Jun 15, 2021130
Published inThe StartupShort Introduction to the Internet of Things (IoT)Smart homes and cities, Industry 4.0, drones and moreJul 31, 2020701Jul 31, 2020701
Published inTDS ArchiveOptimizing Number of your Job Interviews with Binomial Distribution and PythonLearn how to maximize the chances of getting a work offer by optimizing the number of interviews per month using a statistical approach…Apr 27, 2020Apr 27, 2020
Published inTDS ArchivePerforming Linear Regression Using the Normal EquationIt is not always necessary to run an optimization algorithm to perform linear regression. You can solve a specific algebraic equation —…Apr 13, 20203Apr 13, 20203