Success Story
Rail ETA Prediction Solution for a Service Provider for the North American Freight Railway Industry
Industry
Transportation
Business Problem
- 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.
Solution
- Online machine learning.
- Transit models.
- Dwell models.
- Routing and Estimation.
- Graph based routing.
Business Outcomes
More accurate ETA prediction.
Scope of Engagement
3 Member multi-disciplinary team / 6 months.
Services Provided
Optimization, Business Intelligence, Advanced Analytics
Technology Used
Spark MLLib, Spark streaming, MemSQL and neo4j
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