CPC H03M 7/3059 (2013.01) [G06N 20/00 (2019.01); H03M 7/6005 (2013.01)] | 8 Claims |
1. A system for data compression with encryption using asymmetric codebooks, comprising:
a computing device comprising a processor and a memory;
a codebook generator comprising a first plurality of programming instructions stored in the memory which, when operating on the processor, causes the computing device to:
receive training data and additional input data;
preprocess the additional input data to remove unnecessary data values and normalize the input for machine learning model training;
train a machine learning model using the training data and the preprocessed input data;
generate a plurality of codebooks using the trained machine learning model, wherein at least one of the generated codebooks is an asymmetric codebook configured to transform encoded data rather than reconstruct the original sourceblock data; and
provide the asymmetric codebook to a data decoder; and
the data decoder comprising a second plurality of programming instructions stored in the memory which, when operating on the processor, causes the computing device to:
receive the asymmetric codebook;
receive a codeword from a data encoder, the codeword comprising encoded data based on a sourceblock that was encoded by the data encoder using a codebook differing from the asymmetric codebook; and
decode the codeword using the asymmetric codebook to produce a derived data chunk based on the sourceblock, wherein the derived data chunk contains data that is transformed from the original sourceblock according to the asymmetric codebook.
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