1. Lumada Analytics Example Machine Learning Solutions Anomaly Detection using Random Forest

2. Anomaly Detection using Random Forest
Anomaly detection using fault assignment labeling
Using Python stages
Field mapping, expression stage, notification, pipeline branching

3. Anomaly Detection using Random Forest Composition

4. Model Training Workflow
Random Forest Training Workflow Batching Data
Pipeline
Python
Training Model
Training
Data
Models
f(x)
Data Lake
(Solr)
File Storage
Service

5. Apply Model Workflow Cluster Assignment Workflow Streaming Data f(x)
Pipeline
CONNECTOR
AMQP
Python
Apply Model
AMQP Output
Stage
RabbitMQ
Exchange
f(x) E
Results
f(x)
Expression
Stage
Events/Alerts
Models
File Storage Service