Master Thesis Machine Learning to Detect Anomalies in Access Control Systems
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Job Location:
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Posted on:
30+ days ago
Vacancies:
1 Vacancy
Job Summary
Job Title
Job Description
Category
Machine learning Statistical analysis Software engineering.
Scope
Two students completing 30 credits each.
Background
An access control system is about who gets access to what and when. It typically consists of doors with different access requirements. For instance during the day a user might only need to present a card but during the night both card and pin is necessary to enter an area.
However users have access pattern they arrive at roughly the same time during the morning and leave during the same time in the afternoon accessing the same doors in the same sequence. Could these access pattern be identified and lower the security requirements in the system or could an operator be notified when someone access something outside their typical pattern.
Goal of thesis
The goal of the thesis is to investigate different machine learning or statical approaches for detecting patterns in users access behaviour and building models detecting anomalies in the access data and evaluating the models.
The students will have to investigate the current research within machine learning and other statistical methods for the best approach to this problem.
Who are you
You are a student in the final year of your studies and have an interest in machine learning statistics öand software engineering. You are most likely studying a masters in computer science data science or similar. The work will be done at Axis.
OK I am interested! What do I do now
Applications are accepted in both Swedish and English and you apply via the proposal advert. Note that English literature is expected to be read during the thesis execution.
The announced thesis is open only to students affiliated with a Swedish University/College either directly or via an exchange program.
When the thesis proposal states that it includes two students working together we would like you to apply in these cases send one application each but make sure to clearly state in your application who your co-applicant is. If you have any questions regarding this please do not hesitate to contact us.
Please attach your CV and University/College grade summary.
Please contact David Karlsson if you have any questions regarding this recruitment.
Type of Employment
Thesis Worker (Fixed Term)Posting End Date
Certain roles at Axis require background checks which means applicable verifications will be done in these recruitments. Notice will be provided before we take any action.
About Axis Communications
We enable a smarter safer world by creating innovative solutions for improving security and business performance. As a network technology company and industry leader we offer solutions in video surveillance access control intercom and audio systems enhanced by intelligent analytics applications.
With around 5000 committed employees in over 50 countries we collaborate with partners worldwide. Together we thrive in our friendly open and collaborative culture and inspire each other to think beyond the expected. United by our commitment to inclusion diversity and sustainability we consistently seek to develop our skills and way of working.
Lets create a smarter safer world
For more information about Axis please visit our website .
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