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.