000			00935nam a22001697a 4500
999			_c51029 _d51029
020			_a9783030623401 (hb)
082			_a006.3120151 _bPHI
100			_aPhillips, Jeff M.
245			_aMathematical foundations for data analysis
260			_aCham _bSpringer Nature Singapore Pte Ltd. _c2021
300			_axvii, 287 p. _b: ill., Col. _c; 24 cm
490			_aSpringer series in the data sciences
500			_aIncludes bibliographical references and indexes.
505			_a1. 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
650			_aMathematics _vQuantitative research Mathematics _vMachine learning Mathematics _vData mining Mathematics _vLinear Algebra _vData analysis _vVisualization _vFC
942			_cBK