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45 results for AI on the Edge
When does an edge-AI project need Linux alongside a microcontroller?
… a Linux processor with a microcontroller are getting more attention. Arduino's May 2026 UNO Q article describes this split for AI and real-time I/O. For a small camera-based sorter, how should the work be divided? The camera classification can take a variable …
MSPM0 SDK edge AI examples: how can a bearing model be evaluated on another machine?
The current MSPM0 SDK includes edge AI reference applications such as bearing fault detection. What needs checking before using a demonstration model with another motor, sensor placement or sampling circuit? Reference: Texas Instruments: MSPM0 SDK …
How should an int8 edge model be compared with its float32 version?
Edge Impulse offers quantized int8 and float32 deployment options. What comparison should be made before choosing the smaller model for a sensor classifier? If overall accuracy changes only slightly, could one important class still become unreliable? Which …
How can overlapping sensor windows leak information into an AI test set?
For a vibration or audio classifier, is it valid to create many overlapping windows and then randomly split those windows into training and test sets? Adjace...
Can a PSOC Edge graphics demo share memory bandwidth with continuous inference?
… interface and an AI demonstration each run smoothly by themselves on PSOC Edge, but the combined application stutters. How can memory traffic be investigated before lowering the display frame rate? Reference: Infineon: PSOC Edge E84 …
STM32N6: why can a fast NPU still produce a slow vision application?
… application responds slowly? Which work may remain outside the NPU? Reference: ST: STM32N6 AI ecosystem (https://www.st.com/en/development-tools/stm32n6-ai.html) .