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Deep learning system for real-time image classification...
Convolutional neural network for pattern recognition...
Training method for image classification models...
receiving a patent document in electronic form;
extracting claim language using natural language processing;
analyzing the extracted claims to identify...
Consider adding a dependent claim for the machine learning model architecture to strengthen protection scope.
The method of claim 1, wherein the natural language processing comprises...
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Analyzing claim 1 against prior art
The claimed method for "real-time image classification using federated learning" shows potential novelty concerns. The combination of federated learning with image classification has been disclosed in prior art , however the specific approach to gradient aggregation appears distinct .
The privacy-preserving mechanism in step (c) closely mirrors the approach in and may require claim amendment to distinguish.
US10,234,567
¶[0045], ¶[0052]
EP3,456,789
Claims 3, 7
WO2021/098765
Description p.12
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