Master Thesis - Bias correction in IoT device diagnostics data

Master Thesis - Bias correction in IoT device diagnostics data

Job Description

Scope

Master thesis, 2 students completing 30 credits (20 weeks) each

Background

Axis Communications collects anonymized diagnostics data from internal IoT devices as well as selected consenting external IoT devices. Data includes important attributes such as device uptime, temperature and system load. The diagnostics data is important for Axis ability to evaluate and improve product reliability and to guide development of future products.

However, there are millions more devices used by various users globally from which data is not collected, potentially leading to large bias in the collected data and resulting insights. This project aims to develop statistical methods to collate the collected data, adjust for any bias in the collection process, and provide suitable summary findings from the resulting data. A key component of the project will be the students' ability to use modern statistical methods to explore, understand and make sense of a very large and rich dataset.

Who are you?

For this thesis proposal we target students that have an interest in data science and using modern statistical methods to convert large swaths of data into valuable insights. Most likely, you are studying a Master’s program in Mathematical Statistics, Automatic Control, Financial Modelling, or similar. You are interested in using your creativity in combination with a modern statistical toolbox to answer important business questions. Preferably, you live in, or near, Lund. The work will be done at Axis HQ in Lund.

Starting date of Master Thesis work can be discussed based on situation

OK, I am interested! What do I do now?
You are valuable to us – how nice that you are interested in one of our proposals! There are a few things for you to keep in mind when applying.

• 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 pairs. 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.

Who to contact for any questions regarding the position!

Damir Basic Knezevic, [email protected], +46 70 40 36 693

Type of EmploymentTemporary Employment (Fixed Term)

Posting End Date2024-12-31

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 4500 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.

Let´s create a smarter, safer world

For more information about Axis, please visit our website www.axis.com.

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