| - text: Data types |
| url: mllib-data-types.html |
| - text: Basic statistics |
| url: mllib-statistics.html |
| subitems: |
| - text: Summary statistics |
| url: mllib-statistics.html#summary-statistics |
| - text: Correlations |
| url: mllib-statistics.html#correlations |
| - text: Stratified sampling |
| url: mllib-statistics.html#stratified-sampling |
| - text: Hypothesis testing |
| url: mllib-statistics.html#hypothesis-testing |
| - text: Random data generation |
| url: mllib-statistics.html#random-data-generation |
| - text: Classification and regression |
| url: mllib-classification-regression.html |
| subitems: |
| - text: Linear models (SVMs, logistic regression, linear regression) |
| url: mllib-linear-methods.html |
| - text: Naive Bayes |
| url: mllib-naive-bayes.html |
| - text: decision trees |
| url: mllib-decision-tree.html |
| - text: ensembles of trees (Random Forests and Gradient-Boosted Trees) |
| url: mllib-ensembles.html |
| - text: isotonic regression |
| url: mllib-isotonic-regression.html |
| - text: Collaborative filtering |
| url: mllib-collaborative-filtering.html |
| subitems: |
| - text: alternating least squares (ALS) |
| url: mllib-collaborative-filtering.html#collaborative-filtering |
| - text: Clustering |
| url: mllib-clustering.html |
| subitems: |
| - text: k-means |
| url: mllib-clustering.html#k-means |
| - text: Gaussian mixture |
| url: mllib-clustering.html#gaussian-mixture |
| - text: power iteration clustering (PIC) |
| url: mllib-clustering.html#power-iteration-clustering-pic |
| - text: latent Dirichlet allocation (LDA) |
| url: mllib-clustering.html#latent-dirichlet-allocation-lda |
| - text: streaming k-means |
| url: mllib-clustering.html#streaming-k-means |
| - text: Dimensionality reduction |
| url: mllib-dimensionality-reduction.html |
| subitems: |
| - text: singular value decomposition (SVD) |
| url: mllib-dimensionality-reduction.html#singular-value-decomposition-svd |
| - text: principal component analysis (PCA) |
| url: mllib-dimensionality-reduction.html#principal-component-analysis-pca |
| - text: Feature extraction and transformation |
| url: mllib-feature-extraction.html |
| - text: Frequent pattern mining |
| url: mllib-frequent-pattern-mining.html |
| subitems: |
| - text: FP-growth |
| url: mllib-frequent-pattern-mining.html#fp-growth |
| - text: association rules |
| url: mllib-frequent-pattern-mining.html#association-rules |
| - text: PrefixSpan |
| url: mllib-frequent-pattern-mining.html#prefix-span |
| - text: Evaluation metrics |
| url: mllib-evaluation-metrics.html |
| - text: PMML model export |
| url: mllib-pmml-model-export.html |
| - text: Optimization (developer) |
| url: mllib-optimization.html |
| subitems: |
| - text: stochastic gradient descent |
| url: mllib-optimization.html#stochastic-gradient-descent-sgd |
| - text: limited-memory BFGS (L-BFGS) |
| url: mllib-optimization.html#limited-memory-bfgs-l-bfgs |