| 課程大綱 Syllabus |
分配時數 (小時) |
備註 Notes |
單元主題 Unit topic |
內容綱要 Content summary |
講授 |
示範 |
習作 |
其他 |
| Review |
1. Systems of linear equations and matrices
2. Determinants
3. Euclidean vector spaces |
5 |
0 |
1 |
0 |
|
| General Vector Spaces |
1. Real vector spaces
2. Subspaces
3. Linear independence
4. Coordinates and basis
5. Dimension
6. Change of basis
7. Row space, column space, and null space
8. Rank, nullity, and the fundamental matrix spaces |
10 |
2 |
4 |
0 |
|
| Eigenvalues and Eigenvectors |
1. Eigenvalues and eigenvectors
2. Diagonalizability |
5 |
1 |
2 |
0 |
|
| Inner Product Spaces |
1. Inner products
2. Angle and orthogonality
3. Gram-Schmidt process
4. QR-decomposition
5. Least square approximation |
10 |
2 |
2 |
0 |
|
| Diagonalization and Quadratic Forms |
1. Orthogonal matrices
2. Orthogonal diagonalization
3. Quadratic forms
4. Optimization using quadratic forms
5. Hermitian, unitary, and normal matrices |
12 |
2 |
2 |
0 |
|
| Linear Transformations |
1. General linear transformations
2. Isomorphism |
8 |
1 |
3 |
0 |
|