1 . Kubeflow & , 

2 .Market Competition 

3 . 2017 $120 2021 $576 Deloitte Global 80 GPU 61% 2019 70% 2030 AI GPU : 230%, 2017 35 

4 .

5 .– 

6 .– 

7 . – Exhaust gas temperature of thermal power station Water level of hydropower station 

8 .– Equipment model Equipment maintenance operation 

9 .– 

10 .“ ?” “ ” 

11 .“ API ” 

12 .“ ” 

13 .“400 GPU 20 ” 

14 .Enterprise Almanac 2018 by Work-Bench 

15 .Kubeflow Machine Resource Data Collection Data Verification Management Serving Feature ML Infrastructure Code Analysis Tools Extraction Process Configuration Monitoring Management Tools Kubeflow 

16 .xN Sad example 

17 . A LOT A LOT 

18 .• work 

19 .○ AI API ■ kz docker, kubernetes 1 2 3 4 

20 .• kz 97% 93% kz 99% 

21 . Devops (CI/CD) • re-train 

22 .○ ○ ○ We Need This and This 

23 . AI OS AI AI SaaS GPU 

24 . AI OS Streamlined and Data and resource management 1 2 interactive devops pipeline AI OS Integrated “model to business” loop 4 3 Distributed and orchestrated training 

25 .AI OS 

26 . AI OS AI AI AI Data Layer 

27 .AI OS Demo Time 

28 . AI Solution E-Business Retailing Finance Security Energy Face Object Smart Emotion App Store OCR Recognition Detection Bank Detection Framework Cross-cluster Authentication Backend Kubeflow Admin Storage Manager Data Manager Clever SDK Resource Cross-cluster Intelligent Management Authentication Operation Load Balancer CPU Memory Application Cyclone Automatically GPU Storage Orchestration DevOps Scaling Bare Infra Metal 

29 .