Nokia

Master Thesis on Machine Learning model focused on TLC network

Nokia  •  Italian Republic (Onsite)  •  16 days ago
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Job Description

This Master's Thesis focuses on developing and automating Machine Learning models for Telecommunications (TLC) networks, specifically leveraging real-world operational data from Nokia's Microwave Radio technology to enhance high-capacity wireless backhauls and fronthaul. Throughout this journey, you will benefit from the guidance of an AI expert. This expert will provide structured guidance and continuous technical support for both the solution's development and the preparation of your Master’s thesis.

Your core responsibility will be the creation of a Machine Learning model. This model will be trained, tested, and integrated over a Nokia AI-based network analysis platform, contributing directly to our innovative solutions. This project is structured around three primary objectives:

  • First, you will engage in an in-depth data discovery phase. This involves exploratory analysis and applying classical statistical methods to extract meaningful insights, define robust data preparation strategies, and guide effective feature engineering.

  • Second, the project focuses on the design, development, validation, and optimization of a Machine Learning model. This stage demands methodological rigor in model selection and thorough performance evaluation to ensure high quality and effectiveness.

  • Third, you will be responsible for the refinement of the codebase. This includes improving its usability and reproducibility, with particular attention to automation strategies to ensure scalability and effective deployment within the Nokia ecosystem.

You Have:

  • Courses in Artificial Intelligence (AI) and Machine Learning (ML)
    • Python programming skills with familiarity in standard Machine Learning frameworks
    • Knowledge of data manipulation and preprocessing techniques
    • Strong analytical thinking and the ability to translate methodological choices into measurable performance improvements
    • Good English spoken and written
    • Focus, commitment, and reliability, enabling effective interaction within multicultural and multilingual environments across multiple geographical sites

It would be nice if you also had:

  • Prior knowledge of the telecommunications domain
  • Strong motivation to learn domain-specific concepts, actively engage with real industrial data, propose ideas, and develop critical thinking in the context of emerging technologies

Advancing connectivity to secure a brighter world.

Nokia is a global leader in connectivity for the AI era. With expertise across fixed, mobile and transport networks, powered by the innovation of Nokia Bell Labs, we’re advancing connectivity to secure a brighter world.

Learn more about life at Nokia

Our recruitment process

We act inclusively and respect the uniqueness of people. Our employment decisions are made regardless of race, color, national or ethnic origin, religion, gender, sexual orientation, gender identity or expression, age, marital status, disability, protected veteran status or other characteristics protected by law. We are committed to a culture of inclusion built upon our core value of respect.

If you’re interested in this role but don’t meet every listed requirement, we still encourage you to apply. Unique backgrounds, perspectives, and experiences enrich our teams, and you may be just the right candidate for this or another opportunity.

The length of the recruitment process may vary depending on the specific role's requirements. We strive to ensure a smooth and inclusive experience for all candidates. Discover more about the recruitment process at Nokia

Nokia

About Nokia

Nokia is a global leader in connectivity for the AI era. With expertise across fixed, mobile, and transport networks, powered by the innovation of Nokia Bell Labs, we’re advancing connectivity to secure a brighter world.

Advanced connectivity is key to enable the opportunities of AI – opening new doors for us and our customers. Once known for connecting people, our technology is now essential to connecting intelligence.

Our priority is to deliver superior performance with the trust and security our customers need and we’re a committed innovation partner, shaping the future of connectivity.

For our latest updates, please visit us online www.nokia.com

To view open positions and to apply, please visit: www.nokia.com/careers

Industry
Telecommunications
Company Size
10,000+ employees
Headquarters
Espoo, FI
Year Founded
Unknown
Website
nokia.com
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