FIG. 3 illustrates a block diagram that shows a single-output machine learning module for load balancing of resources, in accordance with certain embodiments;

FIG. 4 illustrates a block diagram that shows a multi-output machine learning module for load balancing of resources, in accordance with certain embodiments;

FIG. 5 illustrates a block diagram that shows exemplary inputs to the machine learning module, in accordance with certain embodiments;

FIG. 6 illustrates a block diagram that shows an exemplary output of the machine learning module and the adjustment of resources for interfaces, in accordance with certain embodiments;

FIG. 7 illustrates a flowchart that shows how the weights and biases of the machine learning module are adjusted, in accordance with certain embodiments;

FIG. 8 illustrates a flowchart that shows a training of the machine learning module, in accordance with certain embodiments;

FIG. 9 illustrates a block diagram that shows local and global queues for interfaces, such as ports, in accordance with certain embodiments;

FIG. 10 illustrates a block diagram that shows how margin of error is computed based on local and global queuing, in accordance with certain embodiments