Abeeb A. Awotunde·Aug 21The Dhahran Probability Density Function: Rethinking Parameter Estimation Beyond Gaussian…What if the probability distribution underlying your parameter estimation algorithm is the reason you’re getting the wrong answer?
InDev GeniusbyPankaj Chejara, PhD·Jul 7How Likely Is Your Data? The Idea Behind Maximum Likelihood Estimation (MLE): Part-2What if your data could vote on the most plausible explanation? That’s exactly what MLE does.
InDev GeniusbyPankaj Chejara, PhD·Jul 2What is Parameter Estimation Problem?How We Use Math to Find the Truth in Data?
RADHAMADHAB DALAI·Mar 30Multivariate Analysis & Parametric Bayes ClassificationA complete, worked explanation from first principles — covering the multivariate Gaussian distribution, covariance geometry, discriminant…
Pavan Kalyan Reddy B·Mar 31, 2025Logistic Regression — Guide to Parameter Estimation (Part 1)Hey there! Thank you for taking the time to read this.
Tilak Mudgal·Dec 1, 2024The Complete Roadmap to Building and Evaluating a Linear Regression ModelLinear regression is one of the most basic yet powerful tools in machine learning. Whether you’re predicting house prices, car values, or…
maria siagian·Nov 2, 2024Making Sense of Data: How to Select the Right DistributionWhen working with data, one important question to ask is: How do you find the right distribution to model your data? Picking the correct…
Bohsun Chen·Aug 30, 2024The Intuition behind Maximum Likelihood Estimation (MLE)and Maximum A Posteriori Estimation (MAP)Imagine you’re a sports analyst trying to estimate an NBA star’s true free throw shooting percentage. You have some data from recent grams…
Janhavi Giri·Apr 5, 2024Inferencing Non-Linearities: A Cluster Weighted ApproachThe majority of phenomena in the natural and social worlds exhibit non-linear characteristics, where the relationship between variables is…
Pelin Okutan·Mar 20, 2024How to Find the Best Theoretical Distribution for Your DataIn the domain of statistics and data analysis, comprehending the distribution of your data is essential. Whether you’re analyzing financial…
