OP here. You are right, my interest is actually in the Data Analysis part and what are the most up to date tools and best practices for using those tools. This is because I already have a good understanding of the scientific part (i.e. statistical analysis) from the academy and from my job as a researcher.

Still, I find that a good part of the Data Science resources, starts by giving a good introduction about the Analysis part, so they are also important answers for this question.

Thank you all.