PinnedImdadul Haque MiloninGadictosNeural Network: A Complete Beginners Guide from ScratchNeural Network has become a crucial part of modern technology. It has influenced our daily life in a way that we have never imagined. From…·13 min read·Mar 10, 2023--3--3
PinnedImdadul Haque MiloninGadictosLogistic Regression: A Detailed Overview from ScratchLogistic regression is one of the most commonly used algorithms for machine learning and is a building block for neural networks.·8 min read·Jun 14, 2021----
Imdadul Haque MiloninGadictosDescriptive Statistics: A Brief IntroductionDescriptive and summary statistics associated with histogram, boxplot, and scatter plot are covered briefly.·11 min read·May 8, 2021----
Imdadul Haque MiloninGadictosOutlier Detection: A Comprehensive overview of different methodsMathematical and statistical background of Various outlier detection methods with a detailed comparison between the use cases·7 min read·May 8, 2021--1--1
Imdadul Haque MiloninGadictosOptimization Algorithms Around the WorldKey concepts and mathematical foundations behind the popular optimization algorithms·9 min read·May 8, 2021----
Imdadul Haque MiloninGadictosOverfitting and Regularization in Machine LearningWhy regularization is used in machine learning and how it reduces overfitting balancing bias-variance·7 min read·May 8, 2021----
Imdadul Haque MiloninGadictosLinear Classifiers: An Introduction to ClassificationLinear Classifiers are one of the most commonly used classifiers and Logistic Regression is one of the most commonly used linear…·6 min read·Aug 15, 2019----
Imdadul Haque MiloninGadictosMultiple Regression from Scratch in PythonPreviously, we have discussed briefly the simple linear regression. Here we will discuss multiple regression or multivariable regression…·8 min read·Jul 20, 2019----
Imdadul Haque MiloninGadictosSimple Linear Regression: An Introduction to Regression from scratchRegression is a very fundamental concept in statistics, machine learning and in Neural Network. Imagine plotting the correlation between…·7 min read·Jul 13, 2019----
Imdadul Haque MiloninGadictosBias-Variance Tradeoff: A Comprehensive Graphical RepresentationTo build an accurate machine learning model we need to have a proper understanding of the error. In forming predictions of a model there…·7 min read·Jun 18, 2019--1--1