Zusammenfassung der Ressource
Machine Learning
- Semi-automated extraction of
knowledge from data
- Supervised Learning
- Predictive learning
- Classification
- SVM / NN /
Decision Tree
- Finite set of label
- Regression
- Target variable is continuous
- No emphasis on using probability to
provide interpretable relationship
between predictor & target
- OLSR / MARS /
Linear Regression
- Unsupervised Learning
- Extract structure from data
- Clustering
- Given a set of data points
- each having a set of attributes
- a similarity measure
- Find cluster
- Reinforcement Learning
- sequence
- reward
- predict
- Instance-based
- Similarity measure
- match
- predict
- kNN algorithm
- Association rule
- dependency rule
- predict occurance of item based on other