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Classification
Niranjan edited this page Aug 31, 2017
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1 revision
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Linear Methods
- Linear Regression
- Logistic Regression
- Stochastic Gradient Descent
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Shrinkage methods
- Ridge Regression
- LASSO
- LARS
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Derived Input Methods
- Principal Components Regression
- Partial Least Squares Regression
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Non-linear methods
- MARS
- Polynomial Regression
- LOESS
- Splines
- Generalized Additive Models (GAMS)
- Isotonic Regression
- Bayes error rate
- k-Nearest-Neighbors
- Linear Discriminant Analysis
- QDA
- Support Vector Machines
Tree-based Methods
Model Selection / Assessment / Resampling
- Bias-Variance trade-off
- BIC
- MDL
- Vapnik-Chervonenkis Dimension
- Cross-validation
- Bootstrap
Clustering
- K-Means
- Gaussian Mixture Models
- Hierarchical Clustering
- Affinity Propagation
- Mean Shift
- Spectral Clustering
- DBSCAN
- Birch
- Power Iteration Clustering
Dimensionality Reduction
- PCA
- SVD
- ICA
- Factor Analysis
Density Estimation
Frequent Pattern Mining
Recommender Systems
NLP