Phillips, Jeff M. creator text Cham Springer Nature Singapore Pte Ltd. 2021 monographic xvii, 287 p. : ill., Col. ; 24 cm 1. Probability Review 2. Convergence and Sampling 3. Linear Algebra Review 4. Distances and Nearest Neighbors 5. Linear Regression 6. Gradient Descent 7. Dimensionality Reduction 8. Clustering 9. Classification 10. Graph structured data 11. Big data and sketching Index Includes bibliographical references and indexes. Mathematics Quantitative research Mathematics Machine learning Mathematics Data mining Mathematics Linear Algebra Data analysis Visualization FC 006.3120151 PHI 9783030623401 (hb)