It depends on what your starting point is. I created a short blog with some resources that helped me - https://techflux.github.io/beginners-guide-to-learning-data-...

I'd also check out Alice Zheng's books: http://shop.oreilly.com/product/0636920049081.do http://www.oreilly.com/data/free/evaluating-machine-learning...