How to Measure Relationships Within the Company Using .NET
summary
A presentation describing a system that measures and nudges employee relationships in large companies by collecting survey responses and building connection maps. It uses .NET Bot Framework v4 and ML.NET with Kafka/MassTransit for streaming, Docker/Azure for deployment, LUIS for intent handling, and dynamic retraining to train a binary classifier (~80% validation) that identifies ‘hot’ connections and drives targeted events to increase cross-team exposure.
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chapters (8)
- 0:00Introduction
- 3:01Company growth impact
- 11:09Formalizing relationships
- 27:41Data collection bot
- 35:37Machine learning analysis
- 41:31Survey results
- 45:04Implementation challenges
- 50:24Q&A
