~/talk

Introducing AI to the Flowable Process Engines

Talkat Codemotion Madrid 2017 · 2017-11-24..11-25· [machine-learning, java]
links:none on file
speakerdeck:jbarrez
slides:none on file

Flowable runs a BPMN loan process with REST-enabled forms and DMN decision tables, logs asynchronous history to a message queue, streams that JSON via RabbitMQ → Elasticsearch, and kicks off a Spark decision tree job that trains on about ~300k generated instances to predict accept/reject outcomes. The demo builds prediction-based UI hints and auto-rewrites a user review task into an automated DMN task; the pipeline executes end-to-end and yields actionable rules.

AI-written summary · about

  1. 0:00What is Flowable?
  2. 3:06Why Flowable?
  3. 20:51Truly Adaptive and Dynamic BPM
  4. 23:03Machine Learning The BPM lifecycle
  5. 24:12Where can ML help?
  6. 26:38Demo architecture
  7. 29:11Embedded Process Engines
  8. 30:11Process Service
  9. 36:49Listener Service
  10. 39:28Part 3: Decision Analysis Service
  11. 39:47Part 3: Phases of ML
  12. 52:05Remember...
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