Overview
Syllabus
Intro
Production Model Serving? How hard could it be?
KNative
KF Serving: Default and Canary Configurations
Supported Frameworks, Components and Storage Subsystems
Inference Service Control Plane
KFServing Deployment View
KF Serving Examples
Model Serving is accomplished. Can the predictions be trusted?
Production ML Architecture
Payload Logging Architecture Examples
Linux Foundation Al & Data
Trusted Al Lifecycle through Open Source
Al needs to explain its decisions!
Bias in Al: Criminal Justice System
Adversarial Robustness
Al Explainability 360
Al Fairness 360
LFAI Trusted Al Projects with Kubeflow Serving
Demo Flow
Taught by
Linux Foundation