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Ensembles, Learning algorithms, Classification - Coggle Diagram
Ensembles
Bias variance tradeoff
The earthquake exampleOver simplification: High Bias
Complex solution: High varianceIdeal: low bias, low varianceEnsembles models:
- Average out bias
- Reduce variance
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Learning algorithms
Unstable algo
- Neural network
- Decision tree
- Regression tree
Stable algo
- K- nearest neighbour
- SVM
- Linear regression
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