# Top Stories, Jan 11-17: K-Means 8x faster, 27x lower error than Scikit-learn in 25 lines; My Data Science Learning Journey So Far

Also: Essential Math for Data Science: Information Theory; Cleaner Data Analysis with Pandas Using Pipes; The Four Jobs of the Data Scientist