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Notebooks Worth Sharing

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Linear Algebra (2)
Optimization (2)
Core Statistics (2)
Causal Inference (0)
Machine Learning (1)
Reinforcement Learning (0)
GenAI (0)
Personal Growth (2)
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Binary ClassificationFrequentist ApproachBayesian Approach

Binary Logistic Regression

A concise overview of logistic regression, including MLE under the frequentist paradigm and Bayesian inference perspectives, with a focus on assumptions and model diagnostics.

February 15, 2025
Bayesian InferenceBayesian Linear RegressionBayesian Ridge

Bayesian Linear Regression

A comprehensive overview of Bayesian linear regression, including the standard approach, Bayesian Ridge, and Bayesian Lasso with detailed derivations.

February 10, 2025