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Tuğrul Hasan Karabulut

Mathematical Engineering and Computer Engineering student in Yildiz Technical University. I like reading and writing about Machine Learning.

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Tree Based Methods in Machine Learning - Gradient Boosting and XGBoost

Mathematical explanation of Gradient Boosting algorithm and brief explanation of XGBoost system.

Posted 3. October 2020. 16 min read.
# Decision Tree # Boosting # Gradient Boosting # Classification # Regression # XGBoost
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Tree Based Methods in Machine Learning - Boosting and AdaBoost Algorithm

A theoretical introduction to Boosting process and AdaBoost algorithm. Also includes a discussion on exponential loss function

Posted 2. October 2020. 7 min read.
# Decision Tree # Boosting # AdaBoost
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Tree Based Methods in Machine Learning - Decision Trees And Random Forest

Part 1 of a series on the theoretical background of Decision Trees, Ensemble Learning, Bagging, Boosting and related topics in Machine Learning.

Posted 1. October 2020. 10 min read.
# Decision Tree # Random Forest # Bagging
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Gaussian Discriminant Analysis

An introduction to Gaussian Discriminant Analysis. It is a nonparametric method that is used in classification. It assumes all the features are normally distributed

Posted 26. July 2020. 6 min read.
# Discriminant Analysis # GDA # LDA # QDA # Nonparametric Methods
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