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

Real time Predictive Fraud Analytics using Databricks & Tableau

Prasad Kona

Partner Solution Architect

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Predictive Fraud Analytics

Payments Network Database

Card Transaction Data Product Data Location Data Accounts Contacts

RAW DATA LAKE

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Predictive Fraud Analytics

Payments Network Database

Card Transaction Data Product Data Location Data Accounts Contacts

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AI & Reporting Streaming Analytics Business-level Aggregates Filtered, Cleaned Augmented Raw Ingestion

The

Bronze Silver Gold Quality

Delta Lake allows you to improve the quality of your data until it is ready for consumption.

warehouse data lake streams nosql

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Data Engineering using Delta

Payments Network Database

Card Transaction Data Product Data Location Data SFDC Accounts SFDC Contacts Card Transaction Data Product Data Location Data Accounts Contacts

Raw Ingestion

Bronze

Filtered, Cleaned Augmented

Silver

Business-level Aggregates

Gold

6

Data Engineering using Delta

Payments Network Database

Customer 360 - Internal Card Transaction Data Enriched - Card Transaction Data Product Data Location Data SFDC Accounts SFDC Contacts Card Transaction Data Product Data Location Data Accounts Contacts

Raw Ingestion

Bronze

Filtered, Cleaned Augmented

Silver

Business-level Aggregates

Gold

7

Data Engineering using Delta

Payments Network Database

Customer 360 - Internal Customer 360 Card Transaction Data Enriched - Card Transaction Data Product Data Location Data SFDC Accounts SFDC Contacts Predictions ML Card Transaction Data Product Data Location Data Accounts Contacts

Raw Ingestion

Bronze

Filtered, Cleaned Augmented

Silver

Business-level Aggregates

Gold

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Machine Learning Lifecycle

Raw Data ETL Train Featurize Score/Serve Batch + Realtime Monitor Alert, Debug

Retrain Update Features Production Logs

Customer 360 - Internal Customer 360 Enriched - Card Transaction Data Product Data Location Data SFDC Accounts SFDC Contacts Predictions Card Transaction Data

Build Model

Bronze

Silver

Gold

Demo

Thank You

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