Built core machine learning and statistical models from scratch in Python to deepen understanding of their underlying mathematics, without using high-level ML libraries. Tech: Python (numpy, pandas, seaborn, matplotlib, scipy, skmisc)
python svm sgd splines logistic-regression perceptron knn hmm-viterbi-algorithm softmax lasso-regression gmm-em pegasos-learning-algorithm
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Updated
Mar 28, 2025 - Jupyter Notebook