k8sjp#9 KubeCon - Service Mesh, ML/DL on k8s
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This document summarizes hot technologies discussed at Kubernetes Meetup #9, including machine learning/deep learning (ML/DL) on Kubernetes and service meshes. ML/DL on Kubernetes sessions covered building GPU-accelerated workflows with TensorFlow and Kubernetes, and democratizing machine learning on Kubernetes. Regarding service meshes, the document discusses the increasing popularity of Istio and Envoy due to advanced routing, security features, and making microservices easier to develop and deploy. Videos and slides from the meetup are available online.
![Why Istio is so hot?
– Advanced Routing for Continuous Delivery of Microservices
8
Microservices, Service Mesh, and CI/CD Pipelines: Making It All Work Together [I] - Brian Redmond
https://www.youtube.com/watch?v=UbLG_qUyCgM](https://image.slidesharecdn.com/k8sjpkubeconjyoshise-180112083826/85/k8sjp-9-KubeCon-Service-Mesh-ML-DL-on-k8s-8-320.jpg)
![Why Istio is so hot?
– Advanced Security in Zero Trusted Network for Microservices
9
Keynote: Progress Toward Zero Trust Kubernetes Networks - Spike Curtis, Tigera
https://www.youtube.com/watch?v=Agxt9Vg-YP4&t=79s
Istio: Sailing to a Secure Services Mesh [I] - Spike Curtis, Tigera & Dan Berg, IBM
https://www.youtube.com/watch?v=HMofcmTD444](https://image.slidesharecdn.com/k8sjpkubeconjyoshise-180112083826/85/k8sjp-9-KubeCon-Service-Mesh-ML-DL-on-k8s-9-320.jpg)
![ML/DL on k8s
– https://www.youtube.com/watch?v=OZSA5hmkb0o
– Building GPU-Accelerated Workflows with TensorFlow and Kubernetes [I] - Daniel Whitenack
11](https://image.slidesharecdn.com/k8sjpkubeconjyoshise-180112083826/85/k8sjp-9-KubeCon-Service-Mesh-ML-DL-on-k8s-11-320.jpg)
![ML/DL on k8s
– https://www.youtube.com/watch?v=IoEFLGe4EFs
– All You Need to Know to Build Your GPU Machine
Learning Cloud [B] - Ye Lu, Qunar
12](https://image.slidesharecdn.com/k8sjpkubeconjyoshise-180112083826/85/k8sjp-9-KubeCon-Service-Mesh-ML-DL-on-k8s-12-320.jpg)
k8sjp#9 KubeCon - Service Mesh, ML/DL on k8s
- 1. Hot technologies: - ML/DL on k8s - Service Mesh Kubernetes Meetup #9 @jyoshise
- 2. Who am I? • 吉瀬 淳一 (@jyoshise) • 担当: ギター（たまにじゃんけんで負けるとベース） • • Lead Architect, Hybrid IT COE • IaaS(OpenStack)とか • PaaS/CaaSとか • アジャイル/クラウドネイティブ開発とか • IoTのビッグデータをAIでいい感じにやってくれてきなやつとか
- 3. Videos and Slides are available –Session list https://kccncna17.sched.com/ –Slides are attached on session detail pages (not all sessions) –Bash script to download the slides: https://gist.github.com/superbrothers/0beaa2f07bf7e23b4a485b3763d1e8b1 –All the sessions were recorded and published on Youtube https://www.youtube.com/channel/UCvqbFHwN-nwalWPjPUKpvTA 3
- 4. Trends –Service Mesh (Istio+Envoy) –Security (Notary, TUF) –Serveress –Making Kubernetes “Boring” –Nobody needs proprietary Docker anymore (OCI, containerd, rkt, cri-o) 4
- 6. What is a ‘Service Mesh’? –A network for services, not bytes –Observability –Resiliency –Traffic Control –Security –Policy Enforcement 6
- 7. Istio – Istio: Weaving the Service Mesh https://www.youtube.com/watch?v=WFEllbmRI8U – Microservices, Service Mesh, and CI/CD Pipelines https://www.youtube.com/watch?v=UbLG_qUyCgM – and many other sessions 7
- 8. Why Istio is so hot? – Advanced Routing for Continuous Delivery of Microservices 8 Microservices, Service Mesh, and CI/CD Pipelines: Making It All Work Together [I] - Brian Redmond https://www.youtube.com/watch?v=UbLG_qUyCgM
- 9. Why Istio is so hot? – Advanced Security in Zero Trusted Network for Microservices 9 Keynote: Progress Toward Zero Trust Kubernetes Networks - Spike Curtis, Tigera https://www.youtube.com/watch?v=Agxt9Vg-YP4&t=79s Istio: Sailing to a Secure Services Mesh [I] - Spike Curtis, Tigera & Dan Berg, IBM https://www.youtube.com/watch?v=HMofcmTD444
- 10. 10ML/DL on k8s
- 11. ML/DL on k8s – https://www.youtube.com/watch?v=OZSA5hmkb0o – Building GPU-Accelerated Workflows with TensorFlow and Kubernetes [I] - Daniel Whitenack 11
- 12. ML/DL on k8s – https://www.youtube.com/watch?v=IoEFLGe4EFs – All You Need to Know to Build Your GPU Machine Learning Cloud [B] - Ye Lu, Qunar 12
- 13. ML/DL on k8s 13 – https://www.youtube.com/watch?v=gvuZpRmCzTM – Democratizing Machine Learning on Kubernetes https://github.com/microsoft/DLWorkspace/ https://microsoft.github.io/DLWorkspace/ FreeFlow: High Performance Container Networking https://www.microsoft.com/en-us/research/publication/freeflow- high-performance-containernetworking- 3/
- 14. A little ads... 14 Private Deep Learning Cloud by HPE Powered by Kubernetes Demo available!
- 15. Thank you 15