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Sefik Ilkin Serengil

Code wins arguments

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Tag: h2o

XGBoost vs LightGBM

XGBoost and LightGBM are the most common and most popular gradient boosting frameworks nowadays. There is no absolute better solution … More

boosting, h2o, lightgbm, xgboost

Why You Should Build XGBoost Models Within H2O

XGBoost triggered the rise of the tree based models in the machine learning world. It earns reputation with its robust … More

decision tree, gbm, gradient boosted, gradient boosting, h2o, xgboost

Interpretable Machine Learning with H2O and SHAP

Previously, we’ve made explanations for h2o.ai models with lime. Lime enables questioning for made predictions of built models. Herein, SHAP … More

explainable ai, h2o, interpretability, lime, shap

Explaining h2o models with Lime

Interpretability and accuracy inversely proportional concepts. Models offering higher accuracy such as deep learning or GBM would be lowly interpretable. … More

explainable ai, h2o, interpretability, lime, python

A Gentle Introduction to H2O GBM

GBM dominates tabular data based kaggle challenges. Putting it in the tool box is a must for data scientist. XGBoost, LightGBM … More

gbm, gradient boosting, h2o

H2O Frame: Calling Forth The Power of Ten Tigers

Pandas has the power of a tiger. Its performance can still surprise me. However, it comes with  a huge shortage. … More

dataframe, h2o, pandas

A Gentle Introduction to H2O AutoML

People always have an edge to AI because they have fear to lose their daily jobs. Herein, jobs of AI … More

automl, DRF, gbm, gradient boosting, h2o, random forest, xgboost


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