apidays LIVE Hong Kong 2021 - Building AI/ML model API for Digital App by Eason Lai, AIA

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apidays LIVE Hong Kong 2021 - API Ecosystem & Data Interchange August 25 & 26, 2021 Building AI/ML model API for Digital App Eason Lai, Lead Digital Solution Architect at AIA Hong Kong and Macau

Technology

AIA confidential and proprietary information. Not for distribution.
AIA confidential and proprietary information. Not for distribution.
Eason Lai
Lead Digital Solution Architect, Digitalization & Innovation
AIA Hong Kong & Macau
Medium @ https://easonlai888.medium.com/
GitHub @ https://github.com/easonlai
Building AI/ML model
API for Digital App

AIA confidential and proprietary information. Not for distribution.
AI ML Maturity
Raw
Data
Cleaned
Data
Standard
Reports
Ad Hoc
Reports &
OLAP
Generic
Predictive
Analytics
What happened?
Why did it happen?
What will happen?
Predictive
Modeling
What is the best that
could happen?
Optimization
PREDICT & ACT
SENSE & RESPOND
AI ML Maturity
Competitive
Advantage

AIA confidential and proprietary information. Not for distribution.
3

AIA confidential and proprietary information. Not for distribution.
4
Common Usage Patterns of AI ML API
Improve Existing
Systems, Processes
Business Process
Optimization
Reporting
Predictive Maintenance
Accelerate
Business
Forecasting
Sales, Revenue
Demand and Supply
Pricing
Deliver Results
Quickly
Real-time Insights
Recommendations
Fraud Detection

AIA confidential and proprietary information. Not for distribution.
Prepare Experiment Deploy
Typical E2E Flow of Building AI ML API
Feedback Loop

AIA confidential and proprietary information. Not for distribution.
6
API Developers
Data Scientists
IDE
Notebook
Git Repos CI/CD Tool Model API Containers
In Kubernetes
Model Repos
Containers Registry
1
2
1
3
2
1
2
3
4
Delivery Flow of AI ML API

MODEL & SERVE
INGEST STORE PREP, ANALYTIC &
TRAIN
Sensors, IoT,
Digital Apps
(unstructured,
semi-structured)
Apache Kafka Mongo DB
Files (unstructured,
semi-structured)
Media (unstructured)
Logs (unstructured,
semi-structured)
HDFS
Apache Spark
Real-time
Digital Apps
Business/custom apps
(structured)
PostgreSQL BI & Report
Apache Spark
Real Time AI/ML Digital Apps

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