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Patent drawing for Dynamic recommendations personalized by historical data
US 11,037,222 B1
Business & commerce US 11,037,222 B1 Not in force

Dynamic recommendations personalized by historical data

This system helps you find new products by analyzing your past purchases. It uses an advanced computer program, specifically a convolutional neural network, to identify visual features like colors, patterns, or shapes in items you've bought. Based on these visual preferences, it then suggests new products that share similar looks, making sure they are neither too close nor too far from your established taste.

Why it matters: Filed before the widespread availability of highly optimized, pre-trained visual recognition models. The specific focus on visual characteristics and CNNs now benefits from more accessible and powerful machine learning infrastructure.

Status
Not in forceListed as no longer active. The specific reason is not in the record we hold.
How hard to build
SpecializedHeavy software system, machine learning expertise

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