Trident-ML is a realtime online machine learning library. It allows you to build real time predictive features using scalable online algorithms. This library is built on top of Storm, a distributed stream processing framework which runs on a cluster of machines and supports horizontal scaling. The packaged algorithms are designed to fit into limited memory and processing time but they don't work in a distributed way.
Trident-ML currently supports :
- Linear classification (Perceptron, Passive-Aggresive, Winnow, AROW)
- Linear regression (Perceptron, Passive-Aggresive)
- Clustering (KMeans)
- Feature scaling (standardization, normalization)
- Text feature extraction
- Stream statistics (mean, variance)
- Pre-Trained Twitter sentiment classifier
Read full article from pmerienne/trident-ml
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