Some example of tools and techniques for processing streaming data.
Includes examples for pre-processing and for analytics.
Some examples are complete, others are to be added.
- Counting
- Basic Counting
- Sampling
- Reservoir sampling
- Sketches
- Count-Min
- Flajolet-Martin (FM)
- Quantization
- Scalar quantization
- Vector quantization
- Dimensionality Reduction
- Classification
- Clustering
- Regression
- Stochastic Gradient Descent
- Pattern Matching
- Anomaly Detection