Master Thesis: LLM-based log processing and Anomaly Detection in Cloud Orchestartion Systems

Teknik, data och digitalt · Data, AI och analys · Data engineering · Maskininlärning · Mjukvaruutveckling

I korthet

This Master's thesis will investigate the effectiveness of Large Language Models (LLMs) for log processing and anomaly detection in large-scale cloud orchestration systems, comparing them to traditional log parsing and ML techniques. The work will involve studying research, establishing baselines, designing and implementing both LLM-based and conventional pipelines, and evaluating their performance in detecting anomalies and diagnosing faults.

Ansvarsområden

Study relevant research on log parsing, anomaly detection, fault diagnosis, and LLM-based analysis of operational data.
Establish a representative baseline for healthy operation by collecting and analyzing logs from the target system under normal conditions.
Design and implement one or more conventional log-processing pipelines using log parsing and ML techniques.
Design and implement an LLM-based approach for log processing and anomaly detection.
Define, construct, and inject representative fault scenarios into the target environment.
Evaluate how well the different approaches detect anomalies, identify fault types, and determine probable root causes.
Analyze the results and assess the practical applicability of LLMs for monitoring large-scale distributed systems.

Krav

Ongoing Msc studies within Computer Science, Electrical Engineering, Physics or Maths
Knowledge of LLMs, AI, ML, Cloud

Färdigheter

Artificial IntelligenceAnalysisAlgorithmsAPIEngineeringComputer ScienceAuthenticationAnalyticsAmazon Web Services (AWS)AgileLLMAIMLCloud

#LLM#anomaly detection#cloud orchestration#log processing#machine learning#distributed systems#Kubernetes#OpenStack#thesis#master thesis

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

Se alla lediga jobb hos Ericsson Läs mer om Ericsson Webbplats