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Patent drawing for Adaptive neural network management system
US 10,891,540 B2
Machine learning US 10,891,540 B2 Not in force

Adaptive neural network management system

This system manages a neural network by sending data through it to be encoded and then decoded, creating a reconstruction of the original data. It then compares the original data to its reconstruction to detect if too much error has occurred. If there's too much error, the system automatically adds new processing units (nodes) to the network's output layer to help reduce that error.

Why it matters: Filed before the widespread availability of cloud-based AI platforms and advanced MLOps tools. Dynamically adapting neural network architecture based on performance is now crucial for efficient and scalable AI deployment.

Status
Not in forceListed as no longer active. The specific reason is not in the record we hold.
How hard to build
SpecializedSoftware logic for neural network architecture modification.

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