EE-6010: LIST OF KEY CONCEPTS AND VIDEO LECTURES

 

1. Expectation and Autocorrelation

 

2. Hilbert Space with all its prerequisites

 

3. Orthogonal Projection

 

4. Projection Matrix

 

5. Orthogonalization

 

6. Approximation in Hilbert Spaces: Least Squares and Minimum Mean Square

 

7. Applications: Approximations by Continuous and Discrete Polynomials. Filtering

 

8. Matrices: Operations and Applications. Linear Transformations. Eigenvalues/vectors.

 

9. Matrix Factorizations

 

10. Pseudoinverses and the SVD

 

VIDEO LECTURES-STRANG-LINEAR ALGEBRA