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THIS WEBINAR WAS LIVE ON JANUARY 30, 2024. 

AI/ML-powered scheduling in Kubernetes

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Are you looking to boost your cluster's efficiency, and save resources? If so, this webinar is a must-attend event for you. During the webinar, we will describe how intelligent scheduling of workloads in a Kubernetes cluster leads to more efficient utilization of available resources while making the tasks of cluster administrators easier. We’ll also present the insights into our PoC.

Sign up to learn more about applying AI/ML techniques to analyze and forecast resource utilization of current workloads. Moreover, we will show how the results can be used to schedule future workloads. 

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Agenda

Below, you will find a detailed description of what you can expect during the webinar.

  • At the beginning of the webinar, we get started with an overview of the Kubernetes scheduling framework.
  • Here, we will focus on our proof of concept architecture and explore how AI/ML plays a pivotal role in this setup in terms of resource utilization analysis. 
  • During this part, we will demonstrate several use cases proving how such an AI/ML-driven scheduler can significantly outperform the standard Kubernetes scheduler.
  • Time to sum everything up – here our experts will provide you with key takeaways and insights. Moreover, we will discuss possible extensions of the presented PoC and challenges discovered during the project. 
  • Engage with our experts in a live question-and-answer session to clarify any doubts.

About the speakers

Meet our experts - check out their expertise. 

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Tomasz Janaszka, PhD Solutions Architect

Tomasz Janaszka is a solutions architect with over 20 years of experience in the telco/IT industry. He is a doctor of technical sciences in the field of telecommunications and an experienced engineer who has worked for many years in research and operational projects. He has worked as a leader, solutions architect and developer in projects related to networks design, capacity planning, traffic engineering, load balancing, resources optimization and automation of business processes for network management. 

Currently, working for CodiLime, he applies AI/ML techniques for cloud and network-related issues. Tomasz is the author and the co–author of several scientific publications and a speaker at conferences, webinars and technical workshops. 

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Paweł Parol Solutions Architect

Paweł is a solutions architect with many years of experience in the telco/IT industry. He is an experienced engineer who has worked on both operational and research projects (including European research projects on innovative network concepts and cloud architectures). His main areas of interest include cloud architecture, Kubernetes, cloud-native solutions, and virtual networks. 


Currently, he is leading one of the R&D teams at CodiLime. Together with his team, he creates innovative PoCs that integrate many emerging technologies into larger solutions. Paweł is the author of several scientific publications, e-books, blog posts and technical videos. He also gives speeches at conferences and webinars.

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