KubeFlows Serverless Component: 10x Faster, a 1/10 of the Effort
Serverless simplifies data science by automating the process of code to container and enables users to add instrumentation and auto-scaling with minimum overhead. However, serverless has many limitati …
| Talk Title | KubeFlows Serverless Component: 10x Faster, a 1/10 of the Effort |
| Speakers | Orit Nissan-Messing (VP R&D, Iguazio) |
| Conference | KubeCon + CloudNativeCon North America |
| Conf Tag | |
| Location | San Diego, CA, USA |
| Date | Nov 15-21, 2019 |
| URL | Talk Page |
| Slides | Talk Slides |
| Video | |
Serverless simplifies data science by automating the process of code to container and enables users to add instrumentation and auto-scaling with minimum overhead. However, serverless has many limitations involving performance, lack of concurrency, lack of GPU support, limited application patterns and limited debugging possibilities. Orit Nissan-Messing will introduce Nuclio, a KubeFlow open source component which is 10x faster when compared to alternatives at a 1/10 of the effort. She will explain how to use Nuclio to extend KubeFlow pipelines, accelerating and automating each step of the workflow. This includes parallel processing, automated code building/deployment, stream processing and artifact tracking. Orit will demonstrate how to achieve devops automation involving auto-scaling, automated logging and monitoring, security hardening, CI/CD and workload mobility.
