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Training Machine Learning (ML) models on Kubernetes
Manage episode 421319868 series 3332465
In this episode of the Kubernetes Bytes podcast, Bhavin sits down with Bernie Wu, VP Strategic Partnerships and AI/CXL/Kubernetes Initiatives at Memverge. They discuss about how Kubernetes is the most popular platform to run AI model training and model inferencing jobs. The discussion dives into model training, talking about different phases of a DAG, and then talk about how Memverge can help users with efficient and cost-effective model checkpoints. The discussion goes into topics like saving costs by using spot instances, hot restart of training jobs, reclaiming unused GPU resources, etc.
Check out our website at https://kubernetesbytes.com/
Episode Sponsor: Nethopper
- Learn more about KAOPS: @nethopper.io
- For a supported-demo: info@nethopper.io
- Try the free version of KAOPS now! https://mynethopper.com/auth
Cloud Native News:
- https://www.aquasec.com/blog/linguistic-lumberjack-understanding-cve-2024-4323-in-fluent-bit/
- https://kubernetes.io/blog/2024/05/20/completing-cloud-provider-migration/
- https://thenewstack.io/introducing-aks-automatic-managed-kubernetes-for-developers/
- https://www.harness.io/blog/harness-to-acquire-split
Show Links:
- https://www.linkedin.com/in/berniewu/
- https://criu.org/Main_Page
- https://memverge.com/
- https://youtu.be/tY8YOMRuqWI?si=yB3hHqLUpYPZ-KWN
- https://youtu.be/ND4seSKpJHI?si=shh0iuA9qC-dO6eb
Timestamps:
88 episodes
Manage episode 421319868 series 3332465
In this episode of the Kubernetes Bytes podcast, Bhavin sits down with Bernie Wu, VP Strategic Partnerships and AI/CXL/Kubernetes Initiatives at Memverge. They discuss about how Kubernetes is the most popular platform to run AI model training and model inferencing jobs. The discussion dives into model training, talking about different phases of a DAG, and then talk about how Memverge can help users with efficient and cost-effective model checkpoints. The discussion goes into topics like saving costs by using spot instances, hot restart of training jobs, reclaiming unused GPU resources, etc.
Check out our website at https://kubernetesbytes.com/
Episode Sponsor: Nethopper
- Learn more about KAOPS: @nethopper.io
- For a supported-demo: info@nethopper.io
- Try the free version of KAOPS now! https://mynethopper.com/auth
Cloud Native News:
- https://www.aquasec.com/blog/linguistic-lumberjack-understanding-cve-2024-4323-in-fluent-bit/
- https://kubernetes.io/blog/2024/05/20/completing-cloud-provider-migration/
- https://thenewstack.io/introducing-aks-automatic-managed-kubernetes-for-developers/
- https://www.harness.io/blog/harness-to-acquire-split
Show Links:
- https://www.linkedin.com/in/berniewu/
- https://criu.org/Main_Page
- https://memverge.com/
- https://youtu.be/tY8YOMRuqWI?si=yB3hHqLUpYPZ-KWN
- https://youtu.be/ND4seSKpJHI?si=shh0iuA9qC-dO6eb
Timestamps:
88 episodes
All episodes
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1 Database as a service with Percona Everest 1:02:44



1 Monolith to Microservices using Kubernetes at Guidewire 1:06:28

1 Inference in Action: Scaling Al Smarter with Inferless 55:17


1 Dagger.io Deep Dive with Co-Founder Sam Alba 1:06:24


1 Building scalable data platforms using Data on EKS 1:02:20

1 Deploy and fine-tune LLM models on Kubernetes using KAITO 44:17

1 The business case for cloud-native and Kubernetes 54:24

1 Building the AI Hyperscaler with Kubernetes 54:56

1 Shifting Minds: Exploring OpenShift's AI Landscape 1:05:07

1 Training Machine Learning (ML) models on Kubernetes 55:29

1 The evolution of service mesh technologies 1:08:00




1 Ops Ops Hooray! Navigating IDPs from an Ops perspective 58:17


1 IDPs Unveiled: Accelerating Deployment on Kubernetes 59:52


1 Running multi-tenant Kubernetes clusters using vCluster 57:58


1 Byte-sized: Exploring the Basics of AI in Plain English 1:00:18

1 Kubecon North America 2023: Highlights, Themes and Key Takeaways 57:41

1 Universal Control Planes for Kubernetes and Beyond 59:36

1 DevOpsDays Boston - Helping developers be more productive in a multi-cloud world 35:02

1 DevOpsDays Boston - Platform Engineering and Internal Developer Platforms 31:12

1 DevOpsDays Boston - Real value of community 42:41
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