: A technical textbook designed to prepare students for rigorous machine learning and data mining, focusing on principal component analysis (PCA) and gradient descent. Foundations of Data Science with Python (John M. Shea)
Mathematical Foundations for Data Analysis (Jeff M. Phillips) foundations of data science technical publications pdf
(sometimes subtitled Computer Science Tripos, Part II or similar) : A technical textbook designed to prepare students
Using graphical techniques like histograms and scatter plots to find patterns. Model Building: foundations of data science technical publications pdf
Data science is not about code; it is about measuring uncertainty. Most "predictions" are actually probability distributions.