Implemented 10 major machine learning algorithms from scratch in python. Including the following algorithms:
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Iterative Method for Least Squares
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Logistic Regression (with gradient descent)
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Linear SVM (dual form)
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Kernel SVM
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Multi-class Logistic Regression
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Multi-class SVM
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Adaboost
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Random Forest
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Feedforward Neural Network
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CNN