solved 1.In 2001 Leo Breiman published his article “Statistical Modeling: The
1.In 2001 Leo Breiman published his article “Statistical Modeling: The Two Cultures†in which he opines the idea that there are two core approaches (or “culturesâ€) in statistical modeling.  In more modern language this refers to approaches which assume that data come from a known distribution and others that believe the data can be simulated but which lack a known likelihood function, now referred to as generative models.  The application of machine learning to develop the generative model is often held up as the most appropriate option.  However, likelihood-free methods, specifically Approximate Bayesian Computation (ABC) is a lesser known alternative approach that has been actively developed over the last 10 years.Â
Explain what Approximate Bayesian Computation is and what advantages it offers when a likelihood is unknown or intractable.Â
Review the  benefits and its limitations of ABC, especially in the context of current data science. Â
Finally, describe the link between machine learning and ABC and the potential points on conflict or consternation.Â