Sparkly goal is to make stream-mining easy. It aims at providing a simple web interface allowing user to build real time predictive features at large scale.
Sparkly helps extracting value from data streams through different steps :
- Get raw data (define/mix stream source)
- Analyze data (analytics, vizualization)
- Get good looking data (cleanup, featurization, feature selection)
- Compute predictive features
- Evaluate Algorithms (accuracy, latency, throughput)
- Deploy your data-flow
This project intend to be a solution for many applications :
- User clustering
- Recommendation
- Ad placement
- Anomaly detection