COMS W3251 Computational Linear Algebra (CLA)
おもろい、実用的blu3mo.icon
Introduction, vectors, NumPy 現実の色々なものはlinearではないが、linear functionで近似する事ができる linear functionで近似すれば、linear algebraの色々な道具を使えるので嬉しい
Matrices, matrix operations
Linear equations, Gaussian elimination
Vector spaces, solving Ax=b
Independence, basis, and dimension
Linear transformations
Exam 1
Orthogonal projections, Gram-Schmidt
Least squares, linear regression
Determinants, eigenvalues/eigenvectors
Diagonalization, dynamical systems
Symmetric matrices, quadratic forms
SVD, PCA
TBD
Exam 2