# Home

### The Ultimate Guide to XGBoost Parameter Tuning

python

tutorial

gradient boosting

xgboost

My approach for efficiently tuning XGBoost parameters with optuna in python

### Gradient Boosting Multi-Class Classification from Scratch

python

gradient boosting

from scratch

How to implement multi-class classification for gradient boosting from scratch in python

### XGBoost for Regression in Python

python

tutorial

gradient boosting

xgboost

A step-bystep tutorial on regression with XGBoost in python using sklearn and the xgboost library

### XGBoost from Scratch

python

gradient boosting

xgboost

from scratch

A walkthrough of my from-scratch python implementation of XGBoost.

### XGBoost Explained

gradient boosting

xgboost

In-depth explanation and mathematical derivation of the XGBoost algorithm

### Decision Tree from Scratch

python

gradient boosting

from scratch

A detailed walkthrough of my from-scratch decision tree implementation in python.

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