Utilizing a genetic framework to generate enhanced digital layouts of digital fragments

A non-transitory computer-readable storage medium storing instructions thereon that, when executed by at least one processor, cause a system to:

• identify digital content fragments, performance metrics associated with the digital content fragments, and a distribution audience;
• generate, based on the performance metrics associated with the digital content fragments, a set of layout chromosomes, each layout chromosome comprising a ranked subset of the digital content fragments;
• determine fitness levels of the layout chromosomes of the set of layout chromosomes by:
• decoding the layout chromosomes to generate intermediate digital layouts based on a digital layout template;
• and
• generating contribution metrics for each layout chromosome by analyzing an associated intermediate digital layout utilizing region importance metrics;
• select a layout chromosome based on the determined fitness levels of the layout chromosomes of the set of layout chromosomes;
• and
• decode the selected layout chromosome to generate a final digital layout.

A system comprising:

• a non-transitory computer memory comprising digital content fragments, performance metrics associated with the digital content fragments, and a distribution audience;
• and
• at least one computing device configured cause the system to:
• generate, based on the performance metrics associated with the digital content fragments, a set of layout chromosomes each comprising a ranked subset of the digital content fragments by iteratively mutating a first layout chromosome;
• determine fitness levels of the layout chromosomes of the set of layout chromosomes by:
• decoding the layout chromosomes to generate intermediate digital layouts based on a digital layout template;
• and
• generating contribution metrics for each layout chromosome by analyzing an associated intermediate digital layout utilizing region importance metrics;
• select a layout chromosome based on the determined fitness levels of the layout chromosomes of the set of layout chromosomes;
• and
• decode the selected layout chromosome to generate a final digital layout by assigning digital content fragments of the selected layout chromosome to regions of the digital layout template using a first fit decreasing algorithm.