Master Thesis on Machine Learning model focused on TLC network
Nokia · IT
This Master's Thesis focuses on developing and automating Machine Learning models for Telecommunications (TLC) networks, specifically leveraging real-world o...
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 rigo...