Signal phase timing predictions with machine learning
Prediction of the next red signal phase's duration with traffic signal and loop detector data.
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I am a solutions architect with years of experience in building and architecting machine learning and GenAI solutions with real-world applications. My background including holding a PhD from ETH and working in an early tech startup to help build transportation SaaS solutions underline my passion to tackle pressing challenges for a more sustainable future. Currently, I am a Solutions Architect at Databricks, Inc. helping companies with data and AI problems.
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The last years were full of fascinating projects, wrangling data and implementing data science pipelines to find solutations for transportation engineering problems. Several projects and collaborations lead to very useful implementations, data sets, and publications. I would be glad if you find someting useful here!
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In my free time, I like to the road with my road or gravel bike and explore the surroundings of - currently - Zurich, Switzerland. If time allows, I am also into long-distance cycling, such as e.g., the Swiss Ultra Cycling Challenge (SUCH). Some impressions and routes are collected here that might serve you well if you live in the area.
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Prediction of the next red signal phase's duration with traffic signal and loop detector data.
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A data set containg traffic signal and loop detector data from a fully actuated control.
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