I’ve started reading a couple of interesting blogs on machine learning: Machine Learning (Theory) by John Langford, and Machine Learning Thoughts by Olivier Bousquet. Both are theory-oriented but also seem to cover philosophical issues and meta-issues about ML, CS, and science in general.