Master Thesis: Develop an Application-Aware AI Recommendation Engine

Karlskrona, SE
den 20 oktober 2021
den 17 november 2021
AI, Drift & System
As the tech firm that created the mobile world, and with more than 54,000 patents to our name, we've made it our business to make a mark. When joining our team at Ericsson you are empowered to learn, lead and perform at your best, shaping the future of technology. This is a place where you're welcomed as your own perfectly unique self, and celebrated for the skills, talent, and perspective you bring to the team. Are you in?

Come, and be where it begins.

Our Exciting Opportunity

The workloads running in Kubernetes clusters are characterized by their respective Key Performance Index (KPI). To meet diverse application specific KPI objectives, Kubernetes implements a generic framework to scale up and down the number of pods of the same characteristics, called Horizontal Pod Autoscaling (HPA). An HPA controller can perform autoscaling with either standard metric like CPU utilization or a customized metric by formula. At first glance, this seems to be a reasonable approach. However, this approach is too simplistic to be employed in many applications and will waste resources or decrease performance.

Thesis description

This study will focus on developing an Application-Aware AI Recommendation Engine that collect application metrics and provide autoscaling recommendations. The goal of this study is to use the right metrics for application workloads and machine-leaning based workload prediction to improve resource utilization and performance.

To be successful in the role you must have

  • AI/Machine Learning
  • Data analytics
  • Python/R Programming

What´s in it for you?

Here at Ericsson, our culture is built on over a century of courageous decisions. With us, you will no longer be dreaming of what the future holds - you will be redefining it. You won't develop for the status quo, but will build what replaces it. Joining us is a way to move your career in any direction you want; with hundreds of career opportunities in locations all over the world, in a place where co-creation and collaboration are embedded into the walls. You will find yourself in a speak-up environment where empathy and humanness serve as cornerstones for how we work, and where work-life balance is a priority. Welcome to an inclusive, global company where your opportunity to make an impact is endless.

What happens once you apply?

To prepare yourself for next steps, please explore here:

Hiring manager: In this role you will report to Line Manager R&D

Recruiter: Karolina Jałkowska (

Location: Karlskrona, Sweden

Kindly note that we do not accept applications sent via e-mail

Do you believe that an organization fostering an environment of cooperation and collaboration to execute with speed creates better business value? Do you value a culture of humanness, where fact based decisions are important and our people are encouraged to speak up? Do you believe that diverse, inclusive teams drive performance and innovation? At Ericsson, we do.

We provide equal employment opportunities without regard to race, color, gender, sexual orientation, transgender status, gender identity and/or expression, marital status, pregnancy, parental status, religion, political opinion, nationality, ethnic background, social origin, social status, indigenous status, disability, age, union membership or employee representation and any other characteristic protected by local law or Ericsson's Code of Business Ethics.

Primary country and city: Sweden (SE) || || Karlskrona || [[mfield2]]

Req ID: 618362

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