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Udemy - Master linear algebra theory and implementation in code (3.2025)
大小 8.47 GB
文件数 358
Info Hash: 5E7F078F5FB7EFE8B7E18BAB6848DA87926AC517
收录时间 2026-01-03 17:13:54
更新时间 2026-01-03 17:37:21
文件列表 (358)
01. Introductions/1. What is linear algebra.mp4
12 MB
01. Introductions/1. What is linear algebra.vtt
9.14 KB
01. Introductions/2. Linear algebra applications.mp4
7.77 MB
01. Introductions/2. Linear algebra applications.vtt
6.8 KB
01. Introductions/3. An enticing start to a linear algebra course!.mp4
81.79 MB
01. Introductions/3. An enticing start to a linear algebra course!.vtt
15.12 KB
01. Introductions/3. picSVD.zip
18.03 KB
01. Introductions/4. How best to learn from this course.mp4
14.18 MB
01. Introductions/4. How best to learn from this course.vtt
5.21 KB
01. Introductions/5. Maximizing your Udemy experience.mp4
38.1 MB
01. Introductions/5. Maximizing your Udemy experience.vtt
10.84 KB
02. Get the course materials/1. How to download and use course materials.mp4
33.58 MB
02. Get the course materials/1. How to download and use course materials.vtt
10.88 KB
02. Get the course materials/1. LinearAlgebra_courseMaterials.zip
2.15 MB
02. Get the course materials/1. Link-to-github-site.txt
42 B
03. Vectors/1. Algebraic and geometric interpretations of vectors.mp4
66.9 MB
03. Vectors/1. Algebraic and geometric interpretations of vectors.vtt
15.77 KB
03. Vectors/10.2 Vector length in Python.html
16.56 KB
03. Vectors/11. Dot product geometry sign and orthogonality.mp4
73.24 MB
03. Vectors/11. Dot product geometry sign and orthogonality.vtt
29.19 KB
03. Vectors/12.3 Vector orthogonality.html
16.38 KB
03. Vectors/13. Code challenge Cauchy-Schwarz inequality.mp4
54.66 MB
03. Vectors/13. Code challenge Cauchy-Schwarz inequality.vtt
20.53 KB
03. Vectors/14.4 Relative vector angles.html
16.99 KB
03. Vectors/15. Code challenge dot product sign and scalar multiplication.mp4
37.49 MB
03. Vectors/15. Code challenge dot product sign and scalar multiplication.vtt
14.91 KB
03. Vectors/16. Vector Hadamard multiplication.mp4
10.78 MB
03. Vectors/16. Vector Hadamard multiplication.vtt
4.6 KB
03. Vectors/17. Outer product.mp4
30.69 MB
03. Vectors/17. Outer product.vtt
12.57 KB
03. Vectors/18. Vector cross product.mp4
65.72 MB
03. Vectors/18. Vector cross product.vtt
11.13 KB
03. Vectors/19. Vectors with complex numbers.mp4
17.48 MB
03. Vectors/19. Vectors with complex numbers.vtt
9.15 KB
03. Vectors/2. Vector addition and subtraction.mp4
44.89 MB
03. Vectors/2. Vector addition and subtraction.vtt
10.21 KB
03. Vectors/20. Hermitian transpose (a.k.a. conjugate transpose).mp4
56.78 MB
03. Vectors/20. Hermitian transpose (a.k.a. conjugate transpose).vtt
19.98 KB
03. Vectors/21. Interpreting and creating unit vectors.mp4
39.36 MB
03. Vectors/21. Interpreting and creating unit vectors.vtt
9.21 KB
03. Vectors/22. Code challenge dot products with unit vectors.mp4
48.2 MB
03. Vectors/22. Code challenge dot products with unit vectors.vtt
16.3 KB
03. Vectors/23. Dimensions and fields in linear algebra.mp4
35.42 MB
03. Vectors/23. Dimensions and fields in linear algebra.vtt
8.81 KB
03. Vectors/24. Subspaces.mp4
37.26 MB
03. Vectors/24. Subspaces.vtt
16.98 KB
03. Vectors/25. Subspaces vs. subsets.mp4
15.14 MB
03. Vectors/25. Subspaces vs. subsets.vtt
6.17 KB
03. Vectors/26. Span.mp4
54.07 MB
03. Vectors/26. Span.vtt
15.85 KB
03. Vectors/27.5 In the span.html
16.19 KB
03. Vectors/28. Linear independence.mp4
50.78 MB
03. Vectors/28. Linear independence.vtt
17.58 KB
03. Vectors/29. Basis.mp4
36.55 MB
03. Vectors/29. Basis.vtt
13.18 KB
03. Vectors/3. Vector-scalar multiplication.mp4
48.64 MB
03. Vectors/3. Vector-scalar multiplication.vtt
11.11 KB
03. Vectors/4. Vector-vector multiplication the dot product.mp4
56.15 MB
03. Vectors/4. Vector-vector multiplication the dot product.vtt
12.55 KB
03. Vectors/5. Dot product properties associative, distributive, commutative.mp4
66.3 MB
03. Vectors/5. Dot product properties associative, distributive, commutative.vtt
23.44 KB
03. Vectors/6. Code challenge dot products with matrix columns.mp4
28.17 MB
03. Vectors/6. Code challenge dot products with matrix columns.vtt
10.43 KB
03. Vectors/7. Code challenge is the dot product commutative.mp4
42.55 MB
03. Vectors/7. Code challenge is the dot product commutative.vtt
11.07 KB
03. Vectors/8. Vector length.mp4
18.29 MB
03. Vectors/8. Vector length.vtt
8.42 KB
03. Vectors/9.1 Vector length in MATLAB.html
16.54 KB
04. Introduction to matrices/1. Matrix terminology and dimensionality.mp4
16.99 MB
04. Introduction to matrices/1. Matrix terminology and dimensionality.vtt
9.13 KB
04. Introduction to matrices/10.8 Addition, equality, and transpose.html
16.22 KB
04. Introduction to matrices/11. Diagonal and trace.mp4
37.05 MB
04. Introduction to matrices/11. Diagonal and trace.vtt
10.99 KB
04. Introduction to matrices/12. Code challenge linearity of trace.mp4
47.26 MB
04. Introduction to matrices/12. Code challenge linearity of trace.vtt
12.1 KB
04. Introduction to matrices/13. Broadcasting matrix arithmetic.mp4
78.66 MB
04. Introduction to matrices/13. Broadcasting matrix arithmetic.vtt
18.27 KB
04. Introduction to matrices/2.6 Matrix sizes and dimensionality.html
15.9 KB
04. Introduction to matrices/3. A zoo of matrices.mp4
105.06 MB
04. Introduction to matrices/3. A zoo of matrices.vtt
21.23 KB
04. Introduction to matrices/4.7 Can the matrices be concatenated.html
16.86 KB
04. Introduction to matrices/5. Matrix addition and subtraction.mp4
30.26 MB
04. Introduction to matrices/5. Matrix addition and subtraction.vtt
10.25 KB
04. Introduction to matrices/6. Matrix-scalar multiplication.mp4
8.26 MB
04. Introduction to matrices/6. Matrix-scalar multiplication.vtt
2.99 KB
04. Introduction to matrices/7. Code challenge is matrix-scalar multiplication a linear operation.mp4
23.41 MB
04. Introduction to matrices/7. Code challenge is matrix-scalar multiplication a linear operation.vtt
9.25 KB
04. Introduction to matrices/8. Transpose.mp4
43.94 MB
04. Introduction to matrices/8. Transpose.vtt
12.88 KB
04. Introduction to matrices/9. Complex matrices.mp4
3.46 MB
04. Introduction to matrices/9. Complex matrices.vtt
2.15 KB
05. Matrix multiplications/1. Introduction to standard matrix multiplication.mp4
28.65 MB
05. Matrix multiplications/1. Introduction to standard matrix multiplication.vtt
12.37 KB
05. Matrix multiplications/10. Code challenge Geometric transformations via matrix multiplications.mp4
75.69 MB
05. Matrix multiplications/10. Code challenge Geometric transformations via matrix multiplications.vtt
19.48 KB
05. Matrix multiplications/11. Additive and multiplicative matrix identities.mp4
19.6 MB
05. Matrix multiplications/11. Additive and multiplicative matrix identities.vtt
7.75 KB
05. Matrix multiplications/12. Additive and multiplicative symmetric matrices.mp4
76.5 MB
05. Matrix multiplications/12. Additive and multiplicative symmetric matrices.vtt
18.94 KB
05. Matrix multiplications/13. Hadamard (element-wise) multiplication.mp4
15.78 MB
05. Matrix multiplications/13. Hadamard (element-wise) multiplication.vtt
6.03 KB
05. Matrix multiplications/14.10 Matrix operation equality.html
16.84 KB
05. Matrix multiplications/15. Code challenge symmetry of combined symmetric matrices.mp4
31.79 MB
05. Matrix multiplications/15. Code challenge symmetry of combined symmetric matrices.vtt
14.25 KB
05. Matrix multiplications/16. Multiplication of two symmetric matrices.mp4
48.82 MB
05. Matrix multiplications/16. Multiplication of two symmetric matrices.vtt
15.87 KB
05. Matrix multiplications/17. Code challenge standard and Hadamard multiplication for diagonal matrices.mp4
21.79 MB
05. Matrix multiplications/17. Code challenge standard and Hadamard multiplication for diagonal matrices.vtt
7.69 KB
05. Matrix multiplications/18. Code challenge Fourier transform via matrix multiplication!.mp4
56.67 MB
05. Matrix multiplications/18. Code challenge Fourier transform via matrix multiplication!.vtt
13.91 KB
05. Matrix multiplications/19. Frobenius dot product.mp4
44.9 MB
05. Matrix multiplications/19. Frobenius dot product.vtt
13.85 KB
05. Matrix multiplications/2. Four ways to think about matrix multiplication.mp4
26.19 MB
05. Matrix multiplications/2. Four ways to think about matrix multiplication.vtt
13.12 KB
05. Matrix multiplications/2. matrixMult_4ways.png
218.78 KB
05. Matrix multiplications/20. Matrix norms.mp4
68.7 MB
05. Matrix multiplications/20. Matrix norms.vtt
22.57 KB
05. Matrix multiplications/21. Code challenge conditions for self-adjoint.mp4
34.83 MB
05. Matrix multiplications/21. Code challenge conditions for self-adjoint.vtt
15.59 KB
05. Matrix multiplications/22. Code challenge The matrix asymmetry index.mp4
180.02 MB
05. Matrix multiplications/22. Code challenge The matrix asymmetry index.vtt
34.67 KB
05. Matrix multiplications/23. What about matrix division.mp4
7.39 MB
05. Matrix multiplications/23. What about matrix division.vtt
4.85 KB
05. Matrix multiplications/3. Code challenge matrix multiplication by layering.mp4
32.43 MB
05. Matrix multiplications/3. Code challenge matrix multiplication by layering.vtt
12.33 KB
05. Matrix multiplications/4. Matrix multiplication with a diagonal matrix.mp4
9.57 MB
05. Matrix multiplications/4. Matrix multiplication with a diagonal matrix.vtt
4.33 KB
05. Matrix multiplications/5. Order-of-operations on matrices.mp4
34.33 MB
05. Matrix multiplications/5. Order-of-operations on matrices.vtt
10.38 KB
05. Matrix multiplications/6. Matrix-vector multiplication.mp4
86.07 MB
05. Matrix multiplications/6. Matrix-vector multiplication.vtt
20.41 KB
05. Matrix multiplications/7.9 Find the missing value!.html
16.36 KB
05. Matrix multiplications/8. 2D transformation matrices.mp4
62.96 MB
05. Matrix multiplications/8. 2D transformation matrices.vtt
19.67 KB
05. Matrix multiplications/9. Code challenge Pure and impure rotation matrices.mp4
56.24 MB
05. Matrix multiplications/9. Code challenge Pure and impure rotation matrices.vtt
15.24 KB
06. Matrix rank/1. Rank concepts, terms, and applications.mp4
29.62 MB
06. Matrix rank/1. Rank concepts, terms, and applications.vtt
12.18 KB
06. Matrix rank/10. Making a matrix full-rank by shifting.mp4
61.61 MB
06. Matrix rank/10. Making a matrix full-rank by shifting.vtt
17.28 KB
06. Matrix rank/11. Code challenge is this vector in the span of this set.mp4
43.9 MB
06. Matrix rank/11. Code challenge is this vector in the span of this set.vtt
14.01 KB
06. Matrix rank/12. Course tangent self-accountability in online learning.mp4
17.76 MB
06. Matrix rank/12. Course tangent self-accountability in online learning.vtt
3.62 KB
06. Matrix rank/2.11 Maximum possible rank..html
16.51 KB
06. Matrix rank/3. Computing rank theory and practice.mp4
103.47 MB
06. Matrix rank/3. Computing rank theory and practice.vtt
26.98 KB
06. Matrix rank/4. Rank of added and multiplied matrices.mp4
30.95 MB
06. Matrix rank/4. Rank of added and multiplied matrices.vtt
12.65 KB
06. Matrix rank/5.12 What's the maximum possible rank.html
17 KB
06. Matrix rank/6. Code challenge reduced-rank matrix via multiplication.mp4
57.58 MB
06. Matrix rank/6. Code challenge reduced-rank matrix via multiplication.vtt
12.31 KB
06. Matrix rank/7. Code challenge scalar multiplication and rank.mp4
32.86 MB
06. Matrix rank/7. Code challenge scalar multiplication and rank.vtt
15 KB
06. Matrix rank/8. Rank of A^TA and AA^T.mp4
27.5 MB
06. Matrix rank/8. Rank of A^TA and AA^T.vtt
11.71 KB
06. Matrix rank/9. Code challenge rank of multiplied and summed matrices.mp4
17.14 MB
06. Matrix rank/9. Code challenge rank of multiplied and summed matrices.vtt
7.56 KB
07. Matrix spaces/1. Column space of a matrix.mp4
29.43 MB
07. Matrix spaces/1. Column space of a matrix.vtt
14.41 KB
07. Matrix spaces/2. Column space, visualized in code.mp4
31.44 MB
07. Matrix spaces/2. Column space, visualized in code.vtt
8.27 KB
07. Matrix spaces/3. Row space of a matrix.mp4
23.88 MB
07. Matrix spaces/3. Row space of a matrix.vtt
4.76 KB
07. Matrix spaces/4. Null space and left null space of a matrix.mp4
32.44 MB
07. Matrix spaces/4. Null space and left null space of a matrix.vtt
15.83 KB
07. Matrix spaces/5. Columnleft-null and rownull spaces are orthogonal.mp4
25.29 MB
07. Matrix spaces/5. Columnleft-null and rownull spaces are orthogonal.vtt
11.96 KB
07. Matrix spaces/6. Dimensions of columnrownull spaces.mp4
20.23 MB
07. Matrix spaces/6. Dimensions of columnrownull spaces.vtt
9.13 KB
07. Matrix spaces/7. Example of the four subspaces.mp4
25.49 MB
07. Matrix spaces/7. Example of the four subspaces.vtt
13.3 KB
07. Matrix spaces/8. More on Ax=b and Ax=0.mp4
18.61 MB
07. Matrix spaces/8. More on Ax=b and Ax=0.vtt
8.16 KB
08. Solving systems of equations/1. Systems of equations algebra and geometry.mp4
86.84 MB
08. Solving systems of equations/1. Systems of equations algebra and geometry.vtt
24.16 KB
08. Solving systems of equations/2. Converting systems of equations to matrix equations.mp4
10.91 MB
08. Solving systems of equations/2. Converting systems of equations to matrix equations.vtt
5.1 KB
08. Solving systems of equations/3. Gaussian elimination.mp4
33.03 MB
08. Solving systems of equations/3. Gaussian elimination.vtt
18.1 KB
08. Solving systems of equations/4. Echelon form and pivots.mp4
17.62 MB
08. Solving systems of equations/4. Echelon form and pivots.vtt
8.48 KB
08. Solving systems of equations/5. Reduced row echelon form.mp4
86.14 MB
08. Solving systems of equations/5. Reduced row echelon form.vtt
22.64 KB
08. Solving systems of equations/6. Code challenge RREF of matrices with different sizes and ranks.mp4
39.2 MB
08. Solving systems of equations/6. Code challenge RREF of matrices with different sizes and ranks.vtt
15.55 KB
08. Solving systems of equations/7. Matrix spaces after row reduction.mp4
23.65 MB
08. Solving systems of equations/7. Matrix spaces after row reduction.vtt
10.57 KB
09. Matrix determinant/1. Determinant concept and applications.mp4
17.58 MB
09. Matrix determinant/1. Determinant concept and applications.vtt
7.21 KB
09. Matrix determinant/2. Determinant of a 2x2 matrix.mp4
16.42 MB
09. Matrix determinant/2. Determinant of a 2x2 matrix.vtt
8.1 KB
09. Matrix determinant/3. Code challenge determinant of small and large singular matrices.mp4
63.69 MB
09. Matrix determinant/3. Code challenge determinant of small and large singular matrices.vtt
13.31 KB
09. Matrix determinant/4. Determinant of a 3x3 matrix.mp4
32.99 MB
09. Matrix determinant/4. Determinant of a 3x3 matrix.vtt
15.4 KB
09. Matrix determinant/5. Code challenge large matrices with row exchanges.mp4
19.18 MB
09. Matrix determinant/5. Code challenge large matrices with row exchanges.vtt
7.8 KB
09. Matrix determinant/6. Find matrix values for a given determinant.mp4
11.16 MB
09. Matrix determinant/6. Find matrix values for a given determinant.vtt
5.8 KB
09. Matrix determinant/7. Code challenge determinant of shifted matrices.mp4
73.77 MB
09. Matrix determinant/7. Code challenge determinant of shifted matrices.vtt
21.79 KB
09. Matrix determinant/8. Code challenge determinant of matrix product.mp4
58.87 MB
09. Matrix determinant/8. Code challenge determinant of matrix product.vtt
13.65 KB
10. Matrix inverse/1. Matrix inverse Concept and applications.mp4
51.59 MB
10. Matrix inverse/1. Matrix inverse Concept and applications.vtt
14.36 KB
10. Matrix inverse/10. Proof the inverse is unique.mp4
9.56 MB
10. Matrix inverse/10. Proof the inverse is unique.vtt
3.46 KB
10. Matrix inverse/11. Pseudo-inverse, part 1.mp4
81.21 MB
10. Matrix inverse/11. Pseudo-inverse, part 1.vtt
13.98 KB
10. Matrix inverse/12. Code challenge pseudoinverse of invertible matrices.mp4
30.68 MB
10. Matrix inverse/12. Code challenge pseudoinverse of invertible matrices.vtt
7.05 KB
10. Matrix inverse/13. Why should you avoid the inverse.html
424 B
10. Matrix inverse/2. Computing the inverse in code.mp4
27.78 MB
10. Matrix inverse/2. Computing the inverse in code.vtt
8.12 KB
10. Matrix inverse/3. Inverse of a 2x2 matrix.mp4
20.17 MB
10. Matrix inverse/3. Inverse of a 2x2 matrix.vtt
8.94 KB
10. Matrix inverse/4. The MCA algorithm to compute the inverse.mp4
57.51 MB
10. Matrix inverse/4. The MCA algorithm to compute the inverse.vtt
15.8 KB
10. Matrix inverse/5. Code challenge Implement the MCA algorithm!!.mp4
99.39 MB
10. Matrix inverse/5. Code challenge Implement the MCA algorithm!!.vtt
22.3 KB
10. Matrix inverse/6. Computing the inverse via row reduction.mp4
64.56 MB
10. Matrix inverse/6. Computing the inverse via row reduction.vtt
19.19 KB
10. Matrix inverse/7. Code challenge inverse of a diagonal matrix.mp4
34.78 MB
10. Matrix inverse/7. Code challenge inverse of a diagonal matrix.vtt
12.72 KB
10. Matrix inverse/8. Left inverse and right inverse.mp4
22.25 MB
10. Matrix inverse/8. Left inverse and right inverse.vtt
10.77 KB
10. Matrix inverse/9. One-sided inverses in code.mp4
63.91 MB
10. Matrix inverse/9. One-sided inverses in code.vtt
15.75 KB
11. Projections and orthogonalization/1. Projections in R^2.mp4
45.76 MB
11. Projections and orthogonalization/1. Projections in R^2.vtt
11.51 KB
11. Projections and orthogonalization/10. Code challenge Inverse via QR.mp4
125.43 MB
11. Projections and orthogonalization/10. Code challenge Inverse via QR.vtt
17.31 KB
11. Projections and orthogonalization/11. Code challenge Prove and demonstrate the Sherman-Morrison inverse.mp4
61.56 MB
11. Projections and orthogonalization/11. Code challenge Prove and demonstrate the Sherman-Morrison inverse.vtt
21.88 KB
11. Projections and orthogonalization/12. Code challenge A^TA = R^TR.mp4
20.73 MB
11. Projections and orthogonalization/12. Code challenge A^TA = R^TR.vtt
7.02 KB
11. Projections and orthogonalization/2. Projections in R^N.mp4
64.58 MB
11. Projections and orthogonalization/2. Projections in R^N.vtt
17.97 KB
11. Projections and orthogonalization/3. Orthogonal and parallel vector components.mp4
51.06 MB
11. Projections and orthogonalization/3. Orthogonal and parallel vector components.vtt
14.13 KB
11. Projections and orthogonalization/4. Code challenge decompose vector to orthogonal components.mp4
67.64 MB
11. Projections and orthogonalization/4. Code challenge decompose vector to orthogonal components.vtt
20.11 KB
11. Projections and orthogonalization/5. Orthogonal matrices.mp4
23.01 MB
11. Projections and orthogonalization/5. Orthogonal matrices.vtt
13.1 KB
11. Projections and orthogonalization/6. Gram-Schmidt procedure.mp4
26.66 MB
11. Projections and orthogonalization/6. Gram-Schmidt procedure.vtt
15.16 KB
11. Projections and orthogonalization/7. QR decomposition.mp4
81.35 MB
11. Projections and orthogonalization/7. QR decomposition.vtt
24.37 KB
11. Projections and orthogonalization/8. Code challenge Gram-Schmidt algorithm.mp4
91.61 MB
11. Projections and orthogonalization/8. Code challenge Gram-Schmidt algorithm.vtt
25.86 KB
11. Projections and orthogonalization/9. Matrix inverse via QR decomposition.mp4
3.71 MB
11. Projections and orthogonalization/9. Matrix inverse via QR decomposition.vtt
1.91 KB
12. Least-squares for model-fitting in statistics/1. Introduction to least-squares.mp4
40.06 MB
12. Least-squares for model-fitting in statistics/1. Introduction to least-squares.vtt
14.93 KB
12. Least-squares for model-fitting in statistics/2. Least-squares via left inverse.mp4
23.18 MB
12. Least-squares for model-fitting in statistics/2. Least-squares via left inverse.vtt
10.68 KB
12. Least-squares for model-fitting in statistics/3. Least-squares via orthogonal projection.mp4
22.01 MB
12. Least-squares for model-fitting in statistics/3. Least-squares via orthogonal projection.vtt
9.95 KB
12. Least-squares for model-fitting in statistics/4. Least-squares via row-reduction.mp4
76.03 MB
12. Least-squares for model-fitting in statistics/4. Least-squares via row-reduction.vtt
21.2 KB
12. Least-squares for model-fitting in statistics/5. Model-predicted values and residuals.mp4
18.2 MB
12. Least-squares for model-fitting in statistics/5. Model-predicted values and residuals.vtt
7.61 KB
12. Least-squares for model-fitting in statistics/6. Least-squares application 1.mp4
130.87 MB
12. Least-squares for model-fitting in statistics/6. Least-squares application 1.vtt
22.89 KB
12. Least-squares for model-fitting in statistics/7. Least-squares application 2.mp4
233.8 MB
12. Least-squares for model-fitting in statistics/7. Least-squares application 2.vtt
35.49 KB
12. Least-squares for model-fitting in statistics/8. Code challenge Least-squares via QR decomposition.mp4
34.9 MB
12. Least-squares for model-fitting in statistics/8. Code challenge Least-squares via QR decomposition.vtt
11.86 KB
13. Eigendecomposition/1. What are eigenvalues and eigenvectors.mp4
32.75 MB
13. Eigendecomposition/1. What are eigenvalues and eigenvectors.vtt
13.99 KB
13. Eigendecomposition/10. Code challenge eigendecomposition of matrix differences.mp4
112.94 MB
13. Eigendecomposition/10. Code challenge eigendecomposition of matrix differences.vtt
22.63 KB
13. Eigendecomposition/11. Eigenvectors of distinct eigenvalues.mp4
21.57 MB
13. Eigendecomposition/11. Eigenvectors of distinct eigenvalues.vtt
9.01 KB
13. Eigendecomposition/12. Eigenvectors of repeated eigenvalues.mp4
38.67 MB
13. Eigendecomposition/12. Eigenvectors of repeated eigenvalues.vtt
14.09 KB
13. Eigendecomposition/13. Eigendecomposition of symmetric matrices.mp4
54.06 MB
13. Eigendecomposition/13. Eigendecomposition of symmetric matrices.vtt
16.57 KB
13. Eigendecomposition/14. Eigenlayers of a matrix.mp4
16.12 MB
13. Eigendecomposition/14. Eigenlayers of a matrix.vtt
8.16 KB
13. Eigendecomposition/15. Code challenge reconstruct a matrix from eigenlayers.mp4
131.58 MB
13. Eigendecomposition/15. Code challenge reconstruct a matrix from eigenlayers.vtt
23.85 KB
13. Eigendecomposition/16. Eigendecomposition of singular matrices.mp4
9.91 MB
13. Eigendecomposition/16. Eigendecomposition of singular matrices.vtt
4.99 KB
13. Eigendecomposition/17. Code challenge trace and determinant, eigenvalues sum and product.mp4
48.79 MB
13. Eigendecomposition/17. Code challenge trace and determinant, eigenvalues sum and product.vtt
13.33 KB
13. Eigendecomposition/18. Generalized eigendecomposition.mp4
52.73 MB
13. Eigendecomposition/18. Generalized eigendecomposition.vtt
13.96 KB
13. Eigendecomposition/19. Code challenge GED in small and large matrices.mp4
170.4 MB
13. Eigendecomposition/19. Code challenge GED in small and large matrices.vtt
26.25 KB
13. Eigendecomposition/2. Finding eigenvalues.mp4
72.78 MB
13. Eigendecomposition/2. Finding eigenvalues.vtt
24.28 KB
13. Eigendecomposition/3. Shortcut for eigenvalues of a 2x2 matrix.mp4
7.41 MB
13. Eigendecomposition/3. Shortcut for eigenvalues of a 2x2 matrix.vtt
3.01 KB
13. Eigendecomposition/4. Code challenge eigenvalues of diagonal and triangular matrices.mp4
57.06 MB
13. Eigendecomposition/4. Code challenge eigenvalues of diagonal and triangular matrices.vtt
17.76 KB
13. Eigendecomposition/5. Code challenge eigenvalues of random matrices.mp4
61.6 MB
13. Eigendecomposition/5. Code challenge eigenvalues of random matrices.vtt
13.05 KB
13. Eigendecomposition/6. Finding eigenvectors.mp4
61.46 MB
13. Eigendecomposition/6. Finding eigenvectors.vtt
18.66 KB
13. Eigendecomposition/7. Eigendecomposition by hand two examples.mp4
23.99 MB
13. Eigendecomposition/7. Eigendecomposition by hand two examples.vtt
10.86 KB
13. Eigendecomposition/8. Diagonalization.mp4
50.43 MB
13. Eigendecomposition/8. Diagonalization.vtt
18.16 KB
13. Eigendecomposition/9. Matrix powers via diagonalization.mp4
169.71 MB
13. Eigendecomposition/9. Matrix powers via diagonalization.vtt
24.62 KB
14. Singular value decomposition/1. Singular value decomposition (SVD).mp4
93.02 MB
14. Singular value decomposition/1. Singular value decomposition (SVD).vtt
21.02 KB
14. Singular value decomposition/10. Code challenge When is UV^T valid, what is its norm, and is it orthogonal.mp4
47.54 MB
14. Singular value decomposition/10. Code challenge When is UV^T valid, what is its norm, and is it orthogonal.vtt
13.62 KB
14. Singular value decomposition/11.14 Singular values of an orthogonal matrix.html
17.12 KB
14. Singular value decomposition/12. SVD, matrix inverse, and pseudoinverse.mp4
82.45 MB
14. Singular value decomposition/12. SVD, matrix inverse, and pseudoinverse.vtt
16.49 KB
14. Singular value decomposition/13. SVD, (pseudo)inverse, and left-inverse.mp4
21.82 MB
14. Singular value decomposition/13. SVD, (pseudo)inverse, and left-inverse.vtt
9.8 KB
14. Singular value decomposition/14. Condition number of a matrix.mp4
56.07 MB
14. Singular value decomposition/14. Condition number of a matrix.vtt
16.21 KB
14. Singular value decomposition/15. Code challenge Create matrix with desired condition number.mp4
93.14 MB
14. Singular value decomposition/15. Code challenge Create matrix with desired condition number.vtt
18.65 KB
14. Singular value decomposition/16. Code challenge Why you avoid the inverse.mp4
100.83 MB
14. Singular value decomposition/16. Code challenge Why you avoid the inverse.vtt
17.69 KB
14. Singular value decomposition/2.13 Are these two expressions equal.html
16.77 KB
14. Singular value decomposition/3. Code challenge SVD vs. eigendecomposition for square symmetric matrices.mp4
111.48 MB
14. Singular value decomposition/3. Code challenge SVD vs. eigendecomposition for square symmetric matrices.vtt
29.97 KB
14. Singular value decomposition/4. Relation between singular values and eigenvalues.mp4
73.02 MB
14. Singular value decomposition/4. Relation between singular values and eigenvalues.vtt
16.37 KB
14. Singular value decomposition/5. Code challenge U from eigendecomposition of A^TA.mp4
114.46 MB
14. Singular value decomposition/5. Code challenge U from eigendecomposition of A^TA.vtt
19.68 KB
14. Singular value decomposition/6. SVD and the four subspaces.mp4
19.19 MB
14. Singular value decomposition/6. SVD and the four subspaces.vtt
8 KB
14. Singular value decomposition/7. Spectral theory of matrices.mp4
133.04 MB
14. Singular value decomposition/7. Spectral theory of matrices.vtt
25.9 KB
14. Singular value decomposition/8. SVD for low-rank approximations.mp4
91.57 MB
14. Singular value decomposition/8. SVD for low-rank approximations.vtt
19.5 KB
14. Singular value decomposition/9. Convert singular values to percent variance.mp4
82.54 MB
14. Singular value decomposition/9. Convert singular values to percent variance.vtt
18.44 KB
15. Quadratic form and definiteness/1. The quadratic form in algebra.mp4
47.91 MB
15. Quadratic form and definiteness/1. The quadratic form in algebra.vtt
17.59 KB
15. Quadratic form and definiteness/10. Proof Eigenvalues and matrix definiteness.mp4
22.54 MB
15. Quadratic form and definiteness/10. Proof Eigenvalues and matrix definiteness.vtt
8.87 KB
15. Quadratic form and definiteness/2. The quadratic form in geometry.mp4
63.2 MB
15. Quadratic form and definiteness/2. The quadratic form in geometry.vtt
18 KB
15. Quadratic form and definiteness/3. The normalized quadratic form.mp4
16.18 MB
15. Quadratic form and definiteness/3. The normalized quadratic form.vtt
7.27 KB
15. Quadratic form and definiteness/4. Code challenge Visualize the normalized quadratic form.mp4
88.95 MB
15. Quadratic form and definiteness/4. Code challenge Visualize the normalized quadratic form.vtt
19.72 KB
15. Quadratic form and definiteness/5. Eigenvectors and the quadratic form surface.mp4
45.39 MB
15. Quadratic form and definiteness/5. Eigenvectors and the quadratic form surface.vtt
7.47 KB
15. Quadratic form and definiteness/6. Application of the normalized quadratic form PCA.mp4
242.5 MB
15. Quadratic form and definiteness/6. Application of the normalized quadratic form PCA.vtt
34.95 KB
15. Quadratic form and definiteness/7. Quadratic form of generalized eigendecomposition.mp4
88.49 MB
15. Quadratic form and definiteness/7. Quadratic form of generalized eigendecomposition.vtt
21.08 KB
15. Quadratic form and definiteness/8. Matrix definiteness, geometry, and eigenvalues.mp4
58.15 MB
15. Quadratic form and definiteness/8. Matrix definiteness, geometry, and eigenvalues.vtt
15.37 KB
15. Quadratic form and definiteness/9. Proof A^TA is always positive (semi)definite.mp4
15.68 MB
15. Quadratic form and definiteness/9. Proof A^TA is always positive (semi)definite.vtt
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16. Bonus section/1. Bonus lecture.html
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