This document is a lecture on machine learning techniques, specifically linear regression and gradient descent tutorials. It states that machine learning is achieved through the combination of data, algorithms, and computing. The lecture is part of an introductory machine learning course taught by Professor K. Ramkumar at the School of Computing.