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Machine learning model development from scratch. KNN, Decision Tree, linear regression, perceptron, PCA, random forest

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Serena-Fang/CS334-Machine-Learning-homeworks-Python

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CS334-Machine-Learning

Machine learning model development from scratch. KNN, Decision Tree, linear regression, perceptron, PCA, random forest

HW1: KNN standard scale Test Accuracy Train Accuracy

HW2: Decision Tree md mls

HW3: Linear regression with Stochastic Gradient Descent (SGD) batch_size bset_lr_mse lr_mse heatmap

HW4: Perceptron to classify Spam and Ham Emails

HW5: PCA and Random Forest for wine quality feature selection roc nest

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Machine learning model development from scratch. KNN, Decision Tree, linear regression, perceptron, PCA, random forest

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