Golden Rules of ML

Golden Rules: Evaluation

Golden Rules: EDA

• Submitting to Kaggle

Kaggle API

Kaggle Competitions

Kaggle Collaborative Filter Competitions

Tolle Kaggle Künstler

• Ich habe auch ein Buch von ihr: Solegalli

Empfehlungen Libraries

• LightGBM and CatBoost: Tabular Data
• Optuna: hyperparameter Tuning
• Grafik: Plotly and Plotly Express
• fastai , Pytorch
• timm
• HuggingFace Transformers

Klassische Fehler

• not having a robust cross-validation framework
• not accounting for differences between train and test
• Doing too much EDA and neglegting model building