Real time Predictive Fraud Analytics using Databricks & Tableau - PowerPoint PPT Presentation

Real time Predictive Fraud Analytics using Databricks & Tableau Prasad Kona Partner Solution Architect

Predictive Fraud Analytics Payments Network Card Transaction Data Database Product Data Location Data RAW DATA LAKE Accounts Contacts 2

Predictive Fraud Analytics Payments Network Card Transaction Data Database Product Data Location Data Accounts Contacts 3

The warehouse Bronze Silver Gold Streaming data lake Analytics streams Raw Business-level Filtered, Cleaned Ingestion Augmented Aggregates AI & Reporting nosql Quality Delta Lake allows you to improve the quality of your data until it is ready for consumption. 4

Data Engineering using Delta Payments Network Silver Bronze Gold Filtered, Raw Card Business-level Cleaned Ingestion Aggregates Transaction Augmented Data Card Transaction Data Database Product Data Product Data Location Data Location Data Accounts SFDC Accounts SFDC Contacts Contacts 5

Data Engineering using Delta Payments Network Silver Bronze Gold Filtered, Raw Card Business-level Cleaned Ingestion Aggregates Transaction Augmented Data Card Enriched - Card Transaction Transaction Data Data Database Product Data Product Data Location Data Location Data Customer 360 - Internal Accounts SFDC Accounts SFDC Contacts Contacts 6

Data Engineering using Delta Payments Network Silver Bronze Gold Filtered, Raw Card Business-level Cleaned Ingestion Aggregates Transaction Augmented Data Card Enriched - Card Transaction Transaction Customer 360 Data Data Database Product Data ML Product Data Location Data Location Data Customer 360 - Predictions Internal Accounts SFDC Accounts SFDC Contacts Contacts 7

Machine Learning Lifecycle Bronze Silver Gold Raw Ingestion Filtered, Cleaned Customer 360 Business-level Augmented Aggregates ETL Featurize Raw Data Production Logs Build Model Train Update Features Score/Serve Retrain Batch + Realtime Card Transaction Enriched - Card Data Transaction Data Monitor Alert, Debug Product Data Location Data SFDC Accounts Customer 360 - SFDC Contacts Internal Predictions 8

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