In this work, a machine learning (ML)‐optimized colorimetric LFA with ultrasound enrichment is developed to achieve the sensitive and accurate detection of tau proteins for early screening of Alzheimer's disease (AD). This evidence concerns the gene MAPT and early-onset autosomal dominant Alzheimer disease.