Ask HN: How do I get started with Data Science?

I know Data Science, Machine Learning, Data Visualisation these words are the buzzwords these days. But I intend to start learning them in steps and properly.

I want to know and good source to learn Data Science e.g. Where can I get large datasets (open source)? How to play around with them? How to visualize them?