Do you want to do your thesis with us in Kista?
Become a part of a truly global company working across borders in 180 countries, offering a diverse, performance-driven culture and an innovative and engaging environment where employees enhance their potential every day. Learn and grow within Ericsson, to reach your career goals.
Are you driven by innovation? At Ericsson, we apply our innovation to market-based solutions that empower people & society to help shape a more sustainable world.
Around 3% of the total electricity consumed in the world is done by data centers. Thus, optimizing the energy consumption with the help of AI we help us reduce OPEX and carbon footprint. Within machine learning, optimization algorithms are used together with (deep) neural networks to minimize or maximize a Model’s mathematical function, where the internal parameters of the model play a very important role in during the training part of it. Specifically, the optimization strategies and algorithms help in finding the optimum values of a model’s parameters.
Job description and project goals
In this work we propose you to use deep reinforcement learning techniques to control a simulated data center in order to optimize the power consumption. Reinforcement learning can optimize a system’s performance without the need of model knowledge.
You will learn how a data center works and you will need to identify the critical parameters to control in order to reduce the power consumption. You will build up the simulated model and evaluate the results. Visualizing optimization algorithms will also be part of the task.
You will also work in creating a business case to predict the amount of cost savings and carbon footprint that the simulated optimized data center could generate.
- Last year of master’s degree studies in the area of data science, or related fields
- Python programming skills and open source software experience are required
- Knowledge on machine learning algorithms, neural networks and reinforcement learning is a must
- Knowledge on data centers is a plus
- Proficient in the use of spoken and written English
Are you in?
Then send in your application (CV, current grades and cover letter written in English collated into one document) as soon as possible. The application deadline is 29th of November. The process will be ongoing, and we will let you know as soon as we can if you move forward.
Any questions? Please email Christian.Sperling@ericsson.com
Ericsson provides equal employment opportunities (EEO) to all employees and applicants for employment without regard to race, color, religion, sex, sexual orientation, marital status, pregnancy, parental status, national origin, ethnic background, age, disability, political opinion, social status, veteran status, union membership or genetics.
Ericsson complies with applicable country, state and all local laws governing nondiscrimination in employment in every location across the world in which the company has facilities. In addition, Ericsson supports the UN Guiding Principles for Business and Human Rights and the United Nations Global Compact.
This policy applies to all terms and conditions of employment, including recruiting, hiring, placement, promotion, termination, layoff, recall, transfer, leaves of absence, compensation, training and development.
Ericsson expressly prohibits any form of workplace harassment based on race, color, religion, sex, sexual orientation, marital status, pregnancy, parental status, national origin, ethnic background, age, disability, political opinion, social status, veteran status, union membership or genetic information.
Primary country and city: Sweden (SE) || || Stockholm || IT
Req ID: 304463