Few-shot learning AI accurately 'senses' home appliances

NIALM (Non-Intrusive Appliance Load Monitoring) can "sense" appliances using electrical power. NIALM is used in homes and small buildings. For this, NIALM can require hundreds of labeled power signal images from each appliance type to train on. But there is a much faster and more cost-effective approach than "traditional" machine learning.

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