Name: eBPF-Powered Observability for Sustainable Computing - Paras Mamgain, Anmol Krishan Sachdeva, Samrat Priyadarshi & Miki Katsuragi, Google
Start: 2024-10-28T15:40:00+0900
End: 2024-10-28T16:20:00+0900

October 28-29, 2024 | Tokyo, Japan
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Monday October 28, 2024 15:40 - 16:20 JST

Hall A (3)

With the advancements in the fields of Applied AI/ML, computational power, FinOps practices, and cloud services, organizations are increasingly building and deploying AI/ML workloads on Kubernetes. Cloud Computing gives the impression that the underlying resources (like Virtual Machines, CPU, RAM, Storage, etc.) are infinite, and hence many individuals don’t focus on the count of machines and resources when training their AI/ML models and proceed with training fairly large models with millions and billions of parameters. The energy-intensive nature of model training and iterations, coupled with the growing scale of AI/ML deployments, is contributing to a considerable environmental impact in the form of Carbon Emissions.

This talk introduces some key open-source cloud agnostic tools and techniques to build eBPF-powered observability solutions for practicing Sustainable Computing. By analyzing and tuning performance and energy metrics from Kubernetes resources like Pods and Nodes, AI/ML Practitioners and Platform Engineers can optimize workloads, reduce energy consumption, lower costs, and minimize environmental impact while maintaining performance.

Speakers

Miki Katsuragi

AI Consultant, Google Cloud

Miki is an AI Consultant at Google with a background in Data Analysis and Machine Learning. She has experience working at a database vendor, and currently develops cloud-based ML services and implements data analysis solutions. She is also a co-author of "Scalable Data Science" published... Read More →

Paras Mamgain

Software Engineer, Google

I am a passionate programmer and a backend developer with a special taste for information retrieval and using new ideas to collaborate with team members to solve existing challenges and attempting to convert them to Intellectual property.Currently, as a Software Engineer my work is... Read More →

Anmol Krishan Sachdeva

Hybrid Cloud Architect, Google

Anmol is an International Tech Speaker, a Distinguished Guest Lecturer, an active conference organizer, and has published several notable papers. He works at Google and focuses on Emerging Technologies. Anmol has years of rich experience in handling and configuring large-scale K8s... Read More →

Samrat Priyadarshi

Cloud Engineer, Google

Samrat is a Cloud Engineer at Google with 8 years of experience in Cloud Computing focussing mainly on Kubernetes and related landscapes. He has given several talks in Google Developers Group, Google DevFest.

Monday October 28, 2024 15:40 - 16:20 JST
Hall A (3)

CloudOpen

Audience Intermediate

Open Source Summit + AI_dev Japan 2024

Miki Katsuragi

Paras Mamgain

Anmol Krishan Sachdeva

Samrat Priyadarshi

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