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Hands On machine Learning - Coggle Diagram
Hands On machine Learning
Supervised ML
Semisupervised ML
Unsupervised ML
Clustering
Anomaly detection
Dimensionality reduction
Association rule learning
Reinforcement Learning
Main challenges
Insufficient Quantity of training data
Nonrepresentative Training data
Poor-quality data
Irrelevant Features
Overfitting
Simplify model
Reduce noise
More training data
Reduce nº features
Underfitting
More powerful model
better features
reduce constrainrs on the model
data snooping bias