Optimization Techniques for Neural Networks on Microcontrollers and Microprocessors for Embedded Systems

Docente

Fabio Salice (mail)

Referente del progetto

Fabio Salice ( mail)

 

Area di ricerca

Intelligenza artificiale, robotica e computer vision

Keyword (max 3 separate da virgola)

AI, Neural Networks Optimization, ZANT

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Descrizione (max 500 caratteri)

The context is related to the Zant project. Zant is an open-source project that enables the execution of neural networks on microprocessors and embedded devices (https://github.com/ZantFoundation/Z-Ant). The team is international and composed of high-profile technical students.  Some examples of activities include, FP16 Quantization (converting from FP32 to FP16), Multithread Optimization (Strassen Algorithm), Basic implementation of optimized numerical operations (dot product, convolutions, FFT), with a particular focus on supporting time-series.

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