展开查看详情
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.