Algorithms

Algorithms in a nutshell

Videos: Algorithms

ML-Algorithms

Quickly try out multiple models to see which ones perform best: Lazy Predict

Sklearn Wrapper & Tricks

Ensemble Models

AutoML & Experiment tracking

scikit-lego

‣ → Wrapper für Sklearn (gut für tabellarische Daten)

Sklearn Basics

Grundlagen Sklearn

Model Probability & Calibration

Base Model

Create a Baseline Model

Scikit Learn Dummy Model ( →benchmark)

Sklearn Pipeline Basics

GridSearchCV

Combining GridSearchCV and RandomizedSearchCV

ML Pipeline