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Logistic Regression & Perceptron Classifiers

February 2024AI / ML
PythonNumPyML

Original logistic regression and perceptron classifiers built from scratch. The logistic regression classifier leverages cross-entropy loss for optimization, while the perceptron classifier uses smooth ReLU activation. Both models were implemented without ML libraries to build deep understanding of the underlying mathematics.

© 2026 Cameron Keith