Rail ETA Prediction Solution for a Service Provider for the North American Freight Railway Industry
- ETA accuracy is very important to rail customers as it has significant cost implications.
- ETA very difficult to estimate as per traditional methods due to complexity and noise.
- Online machine learning.
- Transit models.
- Dwell models.
- Routing and Estimation.
- Graph based routing.
More accurate ETA prediction.
Scope of Engagement
3 Member multi-disciplinary team / 6 months.
Optimization, Business Intelligence, Advanced Analytics
Spark MLLib, Spark streaming, MemSQL and neo4j