real-time fraud detection with event-triggered processing...real-time fraud detection with...
TRANSCRIPT
by Arditto TrianggadaHead of Big Data & Analytics - Bank BRI
Real-time Fraud Detection with Event-triggered Processing
Software Architecture Conference 2018 - Jakarta
Challenges ...
Realtime Fraud Detection
Solution Architecture
OLTP database to lookup to
past data from given key
(nokartu)
Enable machine learning in
production
Real-time streaming
OLAP database for monitoring
/ dashboard
Frontend application quickly
(component-based)
Solution Architecture
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● Score fraud prediction
● Quick action
Solution Architecture
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It’s a hassle to code from scratch !!
● Score fraud prediction
● Quick action
Do your Kafka the Right Way !
Kafka Client Kafka Connect Schema Registry
Do your Kafka the Right Way ! (Even better !!!)
Easier Ops
Fancy UI dashboard
GUI-based configuration & usage
Monitor your cluster
Fraud Detection System
Bank BRI Big Data & Analytics: Data Science Products
Key Features
● Detection in REALTIME
● Use machine-learning algorithm
● Utilize customer behavior pattern for model analysis
Merchant Assessment
Fraud Detection
Credit Scoring
Big Data Bank BRI Solutions Democratizations
e-Commerce
Ride sharing
Many more Usecases of Event-triggered Processing with Kafka
Event-triggered Microservices Real-time Monitoring Stream Processing / `ETL`
Terimakasih