Master Thesis: AI-Assisted Root Cause Analysis for Cloud RAN

Teknik, data och digitalt · Mjukvaru- och webbutveckling · Mjukvaruutveckling · Datavetenskap · Artificiell intelligens

I korthet

This Master Thesis focuses on developing an AI-assisted framework for root cause analysis in Ericsson's Cloud RAN Layer 1. The project involves analyzing Trouble Reports, identifying affected subsystems, and recommending investigation paths using AI technologies like LLMs and RAG.

Ansvarsområden

Design, implement, and evaluate an AI-assisted investigation framework for Cloud RAN Layer 1.
Analyze new Trouble Reports.
Identify likely affected software subsystems.
Retrieve similar historical Trouble Reports and fixes.
Generate root-cause hypotheses.
Recommend investigation steps.
Present supporting evidence for conclusions.

Krav

MSc student in Computer Science, Artificial Intelligence, Software Engineering, Data Science, Electrical Engineering, Telecommunications, or similar.
Proficiency in Python and C++.
Strong analytical and problem-solving skills.
Experience with vector databases, knowledge graphs, or AI agents.
Knowledge of Retrieval-Augmented Generation (RAG), semantic search, or information retrieval.
Knowledge of wireless communications, 5G, or telecommunications systems.
Ability to work independently and communicate technical findings effectively.
Good written and spoken English.

Önskade kvalifikationer

Experience with Large Language Models (LLMs).
Familiarity with Machine Learning and Data Analytics.

Förmåner

Outstanding opportunity to use skills and imagination to push the boundaries of what's possible.
Be challenged, but not alone.
Join a team of diverse innovators.
Work on crafting what comes next.

Färdigheter

PythonC++vector databasesknowledge graphsAI agentsRetrieval-Augmented Generation (RAG)semantic searchinformation retrievalwireless communications5Gtelecommunications systemsLarge Language Models (LLMs)

#AI#Cloud RAN#Root Cause Analysis#Master Thesis#Ericsson

Om Ericsson

Pioneering technology for connecting billions of people worldwide

Our purpose \nTo create connections that make the unimaginable possible.\n\nOur vision\nA world where limitless connectivity improves lives, redefines business and pioneers a sustainable future.\n\nOur values\nPerseverance, professionalism, respect and integrity.\n\nThe future is a place for purpose & vision – ours are clear, and we invite partners, customers and consumers to join us in our journey. \n\nFor a brighter future. For all. Let's #ImaginePossible

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