PinnedMoklesur RahmanWhy Most Published Research Findings Are FalseThere is growing concern that the majority of research findings that have been published are inaccurate. The chance that a research…·2 min read·Jan 29, 2023--4--4
Moklesur RahmanUnderstanding Independent and Identically Distributed (i.i.d.) Data in StatisticsIn the field of statistics, “Independent and Identically Distributed” (i.i.d.) is a fundamental concept that underpins many statistical…·4 min read·Jul 28, 2023----
Moklesur RahmanIntroducing Markov Chain Monte Carlo: A Powerful Tool for Simulations and BeyondIn the world of statistical simulations and data analysis, Markov Chain Monte Carlo (MCMC) has emerged as a powerful and versatile…·4 min read·Jul 24, 2023----
Moklesur RahmanIntroduction to Gibbs SamplingGibbs sampling is a Markov Chain Monte Carlo (MCMC) technique used for statistical inference and sampling from complex probability…·4 min read·Jul 24, 2023----
Moklesur RahmanUnderstanding Maximum Likelihood Estimation (MLE) in Machine LearningMaximum Likelihood Estimation (MLE) is a fundamental concept in machine learning and statistics that plays a crucial role in parameter…·4 min read·Jul 22, 2023--2--2
Moklesur RahmanUnderstanding Maximum a Posteriori (MAP) Estimation in Machine LearningIn the field of machine learning, making accurate predictions from data is crucial for building effective models. One common challenge is…·3 min read·Jul 22, 2023----
Moklesur RahmanMarginalization in Gaussian DistributionMarginalization is a fundamental operation in probability and statistics that involves integrating out or summing over a variable to obtain…·2 min read·Jul 21, 2023----
Moklesur RahmanSinkhorn Knopp: Unraveling Optimal Transport for Data AlignmentIn the realm of data alignment and optimal transport, the Sinkhorn Knopp algorithm has emerged as a powerful tool for solving…·4 min read·Jun 22, 2023----
Moklesur RahmanUnderstanding SIMCLR: Unleashing the Power of Self-Supervised LearningIn the realm of deep learning, data is paramount. Labeled data, though valuable, can be scarce and expensive to acquire. This is where…·6 min read·Jun 21, 2023----
Moklesur RahmanBYOL: Bootstrap Your Own Latent — A New Approach to Self-Supervised LearningSelf-supervised learning has emerged as a powerful technique for training deep neural networks without relying on manual annotations…·7 min read·Jun 21, 2023----
