What are the pros and cons of scripting languages?

I've been researching and can see the development and abstraction that programming language has been taking. What are the real pros and cons of scripting languages compared to compiled ones, since Ruby, Python and so many others have been gaining ground in such important areas as Machine Learning, Big Data, and IA?