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Sefik Ilkin Serengil

Code wins arguments

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Month: October 2018

A Step by Step Gradient Boosting Example for Classification

Gradient boosting machines might be confusing for beginners. Even though most of resources say that GBM can handle both regression … More

classification, cross entropy, decision tree, gbm, gradient boosting, iris, softmax

How Pruning Works in Decision Trees

Decision tree algorithms create understandable and readable decision rules. This is one of most important advantage of this motivation. This … More

decision tree, overfitting, pruning

A Gentle Introduction to LightGBM for Applied Machine Learning

It is a fact that decision tree based machine learning algorithms dominate Kaggle competitions. More than half of the winning solutions … More

decision tree, gbm, gradient boosting, lightgbm, xgboost

A Step by Step Gradient Boosting Decision Tree Example

Adoption of decision trees is mainly based on its transparent decisions. Also, they overwhelmingly over-perform in applied machine learning studies. … More

decision tree, gbm, gradient boosting


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