Jonas Kinnvall
Frontend Developer at AlgoDx- Claim this Profile
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Bio
Experience
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AlgoDx
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Sweden
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Medical Device
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1 - 100 Employee
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Frontend Developer
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Aug 2022 - Present
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Voyado
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Sweden
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Software Development
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200 - 300 Employee
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Frontend Developer
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May 2021 - Jul 2022
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Cybercom Group
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Sweden
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IT Services and IT Consulting
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200 - 300 Employee
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Master's Thesis
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May 2019 - Oct 2019
Me and my classmate Gabriel got the opportunity to conduct our Master's thesis project at Cybercom in Linköping. This paper presents a master’s thesis project in which a system for anomaly detection on sound of a factory lathe has been developed and evaluated. The audio has been recorded with a microphone on site and has been analyzed using Fourier transforms and a Gated Recurrent Unit, developed to detect when this machine is running. An autoencoder has been used to determine if the gathered audio contains anomalies and thus indicates an error with the machine. The Gated Recurrent Unit has been evaluated using the metrics Precision, Recall and F1 score along with ROC curves and AUC, which has been used for comparison. To test the autoencoder, artificial anomalies has been generated and used to test if the algorithm gives a higher reconstruction error when these are present in the audio. Both neural networks shows promise, and with further development and training, could possibly work well in a real-life environment. Show less
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Sandvik Coromant
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Sandviken, Sweden
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Summer intern
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Jul 2014 - Aug 2015
During two summers I worked at Sandvik Coromant with data verification and quality control for spare parts to products they manufacture and sell. During two summers I worked at Sandvik Coromant with data verification and quality control for spare parts to products they manufacture and sell.
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Education
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The Institute of Technology at Linköping University
Master of Science (M.Sc.), Media Technology and Engineering / Computer Science -
Polhemsskolan, Gävle
Teknikprogrammet