[ENH] Generate an HTML report when saving the optimization results

[amnsbr]

For better QC of optimization process it will help to have an HTML file in the output directory of each run which can include the following:

• Visualization of optimizer trajectory (of negative cost) for evolutionary optimizers
• Visualization of parameter space for models with <= 3 parameters + maybe including a GIF showing how particles move through the space for evolutionary optimizers
• Visualization of simulation states time series (when states_ts=True)
• Visualization of FC/FCD and its comparison to empirical data, depending on the provided gof_terms
• Description of the model
• Table of optimal point parameters and cost function components