Date: 14-15 October 2021| 9:00- 5:00 pm PT
Location: Virtual Event
Companies leading the automotive, transportation, and mobility industries into the future are committed to innovation – both to innovating themselves and to partnering with the best innovations available whether those are found in their existing supply chain, a venture funded startup, or a university lab.
Meet us at this leading automotive fair and discover technologies that are transforming mobility. We will be showcasing how the automotive industry can leverage SWS Auto and other Reality AI tools and solutions.
Reality Analytics, Inc. (Reality AI) was founded in 2016 to provide advanced signal recognition capabilities to corporate R&D and operations technology teams.
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Topic: Peaks, Valleys and Thresholds: The art of segmenting real-time sensor data for tinyML classification, regression and anomaly detection
Date: Jan 25, 2022 04:00 PM
Speaker: Jeff Sieracki
When working with real-time streaming data, you have to think about segmentation. How do you take that stream and carve it up into discrete observations for training, testing and inference? Sliding windows work well in some circumstances after you experiment with window-length and stride. But continuous inference can be computationally expensive. For detecting and classifying episodic events, using some kind of triggering just makes sense.
In this Tech Talk, we will discuss different ways of triggering segmentation based on signal properties using live demonstrations from Reality AI Tools(R) software. You will learn:
– Different methods of energy triggering using the “virtual oscilloscope” features of Reality AI’s Energy Segmentation module
– How to find optimal settings to maximize trigger effectiveness and machine learning performance
– How some problems turn out not to be machine learning problems at all, but with the right segmentation can be solved on ARM MCUs much more simply!
This talk is part of the bi-weekly AI Virtual Tech Talk Series: https://developer.arm.com/solutions/machine-learning-on-arm/ai-virtual-tech-talks
Arm will process your information in accordance with our Privacy Policy:
https://www.arm.com/company/policies/privacy.
Date: 14-15 October 2021| 9:00- 5:00 pm PT
Location: Virtual Event
Companies leading the automotive, transportation, and mobility industries into the future are committed to innovation – both to innovating themselves and to partnering with the best innovations available whether those are found in their existing supply chain, a venture funded startup, or a university lab.
Meet us at this leading automotive fair and discover technologies that are transforming mobility. We will be showcasing how the automotive industry can leverage SWS Auto and other Reality AI tools and solutions.
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