Master Thesis: AI-driven Test Failure Root Cause Analysis

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

I korthet

This Master Thesis project focuses on developing an AI-driven assistant to analyze test failures and identify root causes using Machine Learning and Large Language Models. Utilizing data from CI/CD pipelines and AWS S3, the project aims to improve software quality and delivery efficiency.

Ansvarsområden

Investigate the use of Machine Learning (ML) and Large Language Models (LLMs) to analyze test failures.
Provide root cause insights across unit, integration, and system testing stages.
Build a Test Failure Root Cause Assistant powered by existing CI test data.
Utilize Large Language Models like LLaMA-3, Mistral, or GPT variants.
Incorporate metadata and features such as commit frequency, test flakiness, smell types, test suite duration, and build environment.
Engineer features across multiple test levels (unit/integration/system).
Train models to classify test failures or recommend root causes.

Krav

Master´s student in computer science, computer engineering, or similar.
Background in software testing and AI/ML is preferred.

Önskade kvalifikationer

Experience with existing CI test data (stored in AWS S3).
Familiarity with Large Language Models like LLaMA-3, Mistral, or GPT variants.
Understanding of metadata & features such as commit frequency, test flakiness, smell types, test suite duration, and build environment.

Förmåner

Outstanding opportunity to use your skills and imagination.
Chance to build solutions never seen before.
Be challenged in a team of diverse innovators.
Work towards crafting what comes next.
Join a company that champions diversity and inclusion.

Färdigheter

Artificial IntelligenceMachine LearningLLaMA-3MistralGPTAWS S3PythonGitCI/CDSoftware TestingData AnalysisAlgorithmsAcademic Writing

#AI#Machine Learning#LLM#Software Testing#Root Cause Analysis#CI/CD#AWS S3#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