Pokročilý Machine Learning v Pythone
5h 21min
Time
40
Chapters
Programovanie
Category
5.0
Rating
Expert
Level
slovak
Language
Chapters
Vitajte v kurze
Vitajte v kurze!
2min
Available only with full access purchase
Materiály na stiahnutie
-
Available only with full access purchase
Distance-based learning: Algoritmy založené na meraní vzdialeností
Vitajte v kapitole
7min
Available only with full access purchase
Numerické atribúty a ich základné merania vzdialeností
12min
Available only with full access purchase
Numerické atribúty a pokročilé merania vzdialeností
19min
Available only with full access purchase
Merania vzdialeností pre kategorické atribúty
10min
Available only with full access purchase
Bonusová prednáška pre kategorické atribúty
4min
Available only with full access purchase
Problém zmiešaných vstupných atribútov
6min
Available only with full access purchase
Štandardné riešenia pre zmiešané vstupné atribúty
8min
Available only with full access purchase
Kreatívne riešenia zmiešnach vstupných atribútov
8min
Available only with full access purchase
Textové atribúty
4min
Available only with full access purchase
Nevybalansované dáta
Vitajte v kapitole
8min
Available only with full access purchase
Problém nevybalansovaných dát
8min
Available only with full access purchase
Vyhodnotenie modelov s nevybalansovanými dátami: Ktoré metriky použiť?
12min
Available only with full access purchase
Ako môžeme vyriešiť problém nevybalansovaných dát?
12min
Available only with full access purchase
"Naivné" sampling metódy
6min
Available only with full access purchase
Úvod do Informovaných sampling metód
2min
Available only with full access purchase
Informovaný Oversampling
8min
Available only with full access purchase
Informovaný Undersampling
7min
Available only with full access purchase
Ensemble modely
Vitajte v kapitole
3min
Available only with full access purchase
Wisdom of the crowds: "Múdrosť davov"
13min
Available only with full access purchase
Diverzita a kombinovanie predpovedí
11min
Available only with full access purchase
Štandardné prístupy Ensemble modelov
13min
Available only with full access purchase
Bagging modely
12min
Available only with full access purchase
Špeciálny prípad: RandomForest Ensemble
7min
Available only with full access purchase
Špeciálny prípad: ExtraTrees Ensemble
6min
Available only with full access purchase
Isolation Forest
4min
Available only with full access purchase
Boosting modely: AdaBoost
12min
Available only with full access purchase
Gradient Boosting Machines
12min
Available only with full access purchase
XGBoost (Extreme Gradient Boosting)
7min
Available only with full access purchase
LightGBM
9min
Available only with full access purchase
CatBoost
12min
Available only with full access purchase
Stacking modely: Soft Voting
7min
Available only with full access purchase
Dynamické budovanie Ensemble modelu: Dynamic Ensemble Building
5min
Available only with full access purchase
Stacked Generalization
7min
Available only with full access purchase
Deep Ensemble modely
4min
Available only with full access purchase
Dynamic Ensemble modely
3min
Available only with full access purchase
Snapshot Ensembling
3min
Available only with full access purchase
Model Distillation
4min
Available only with full access purchase
