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Resource-Efficient Artificial Intelligence : Probabilistic Machine Learning on Ultra-Low-Power Systems - Nico Piatkowski

Resource-Efficient Artificial Intelligence

Probabilistic Machine Learning on Ultra-Low-Power Systems

By: Nico Piatkowski

Paperback | 3 February 2024

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For all autonomous devices the development of resource-aware machine learning techniques is required to reduce the tremendous resource consumption. This work provides theoretical and practical building blocks to bring full-fledged machine learning pipelines to systems with very low computational power or highly restricted energy supply. The presentation of theoretical methods is accompanied by actual learning results on ultra-low-power hardware.

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