Machine Learning for Absolute Beginners
A short but informative read, exactly as the title suggests.
Tells us what machine learning is, how it differs from data mining and data science, introduces the most commonly used tools (languages and frameworks), tells us the most popular regression- and learning algorithms and their main features (with examples for clarity), and gives advice about finding good sources for this field of study.