[GigaCourse com] Udemy - Complete Linear Algebra Theory and Implementation
File List
| File | Size |
|---|---|
| 1. Introductions/1. What is linear algebra.mp4 | 50.15 MB |
| 1. Introductions/1. What is linear algebra.vtt | 9.14 KB |
| 1. Introductions/2. Linear algebra applications.mp4 | 29.58 MB |
| 1. Introductions/2. Linear algebra applications.vtt | 6.85 KB |
| 1. Introductions/3. How best to learn from this course.mp4 | 26.98 MB |
| 1. Introductions/3. How best to learn from this course.vtt | 5.21 KB |
| 1. Introductions/4. Using MATLAB, Octave, or Python in this course.mp4 | 21.2 MB |
| 1. Introductions/4. Using MATLAB, Octave, or Python in this course.vtt | 4.59 KB |
| 1. Introductions/5. Leaving reviews, course coupons.mp4 | 17.84 MB |
| 1. Introductions/5. Leaving reviews, course coupons.vtt | 2.85 KB |
| 1. Introductions/6. Using the Q&A forum.mp4 | 26.8 MB |
| 1. Introductions/6. Using the Q&A forum.vtt | 6.52 KB |
| 10. Projections and orthogonalization/1. Exercises + code.html | 76 B |
| 10. Projections and orthogonalization/1.1 linalg_projorth.zip.zip | 246.46 KB |
| 10. Projections and orthogonalization/10. Matrix inverse via QR decomposition.mp4 | 7.08 MB |
| 10. Projections and orthogonalization/10. Matrix inverse via QR decomposition.vtt | 1.91 KB |
| 10. Projections and orthogonalization/11. Code challenge Inverse via QR.mp4 | 72.49 MB |
| 10. Projections and orthogonalization/11. Code challenge Inverse via QR.vtt | 9.01 KB |
| 10. Projections and orthogonalization/12. Code challenge Prove and demonstrate the Sherman-Morrison inverse.mp4 | 55.69 MB |
| 10. Projections and orthogonalization/12. Code challenge Prove and demonstrate the Sherman-Morrison inverse.vtt | 15.58 KB |
| 10. Projections and orthogonalization/13. Code challenge A^TA = R^TR.mp4 | 21.93 MB |
| 10. Projections and orthogonalization/13. Code challenge A^TA = R^TR.vtt | 4.81 KB |
| 10. Projections and orthogonalization/2. Projections in R^2.mp4 | 36.88 MB |
| 10. Projections and orthogonalization/2. Projections in R^2.vtt | 9.62 KB |
| 10. Projections and orthogonalization/3. Projections in R^N.mp4 | 52.71 MB |
| 10. Projections and orthogonalization/3. Projections in R^N.vtt | 11.47 KB |
| 10. Projections and orthogonalization/4. Orthogonal and parallel vector components.mp4 | 57.27 MB |
| 10. Projections and orthogonalization/4. Orthogonal and parallel vector components.txt | 249 B |
| 10. Projections and orthogonalization/4. Orthogonal and parallel vector components.vtt | 14.13 KB |
| 10. Projections and orthogonalization/5. Code challenge decompose vector to orthogonal components.mp4 | 59.03 MB |
| 10. Projections and orthogonalization/5. Code challenge decompose vector to orthogonal components.vtt | 12.81 KB |
| 10. Projections and orthogonalization/6. Orthogonal matrices.mp4 | 43.88 MB |
| 10. Projections and orthogonalization/6. Orthogonal matrices.vtt | 13.1 KB |
| 10. Projections and orthogonalization/7. Gram-Schmidt procedure.mp4 | 50.73 MB |
| 10. Projections and orthogonalization/7. Gram-Schmidt procedure.vtt | 15.16 KB |
| 10. Projections and orthogonalization/8. QR decomposition.mp4 | 69.04 MB |
| 10. Projections and orthogonalization/8. QR decomposition.mp4.jpg | 54.34 KB |
| 10. Projections and orthogonalization/8. QR decomposition.txt | 224 B |
| 10. Projections and orthogonalization/8. QR decomposition.vtt | 14.13 KB |
| 10. Projections and orthogonalization/9. Code challenge Gram-Schmidt algorithm.mp4 | 63.93 MB |
| 10. Projections and orthogonalization/9. Code challenge Gram-Schmidt algorithm.vtt | 15.46 KB |
| 11. Least-squares for model-fitting in statistics/1. Exercises + code.html | 86 B |
| 11. Least-squares for model-fitting in statistics/1.1 linalg_leastsquares.zip.zip | 315.41 KB |
| 11. Least-squares for model-fitting in statistics/2. Introduction to least-squares.mp4 | 80.55 MB |
| 11. Least-squares for model-fitting in statistics/2. Introduction to least-squares.vtt | 14.93 KB |
| 11. Least-squares for model-fitting in statistics/3. Least-squares via left inverse.mp4 | 44.38 MB |
| 11. Least-squares for model-fitting in statistics/3. Least-squares via left inverse.vtt | 10.68 KB |
| 11. Least-squares for model-fitting in statistics/4. Least-squares via orthogonal projection.mp4 | 42.43 MB |
| 11. Least-squares for model-fitting in statistics/4. Least-squares via orthogonal projection.vtt | 9.95 KB |
| 11. Least-squares for model-fitting in statistics/5. Least-squares via row-reduction.mp4 | 54.07 MB |
| 11. Least-squares for model-fitting in statistics/5. Least-squares via row-reduction.vtt | 13.01 KB |
| 11. Least-squares for model-fitting in statistics/6. Model-predicted values and residuals.mp4 | 34.37 MB |
| 11. Least-squares for model-fitting in statistics/6. Model-predicted values and residuals.vtt | 7.61 KB |
| 11. Least-squares for model-fitting in statistics/7. Least-squares application 1.mp4 | 75.92 MB |
| 11. Least-squares for model-fitting in statistics/7. Least-squares application 1.vtt | 13.94 KB |
| 11. Least-squares for model-fitting in statistics/8. Least-squares application 2.mp4 | 145.91 MB |
| 11. Least-squares for model-fitting in statistics/8. Least-squares application 2.vtt | 21.69 KB |
| 11. Least-squares for model-fitting in statistics/9. Code challenge Least-squares via QR decomposition.mp4 | 29.28 MB |
| 11. Least-squares for model-fitting in statistics/9. Code challenge Least-squares via QR decomposition.vtt | 8.25 KB |
| 12. Eigendecomposition/1. Exercises + code.html | 33 B |
| 12. Eigendecomposition/1.1 linalg_eig.zip.zip | 297.22 KB |
| 12. Eigendecomposition/10. Matrix powers via diagonalization.mp4 | 85.67 MB |
| 12. Eigendecomposition/10. Matrix powers via diagonalization.vtt | 16.43 KB |
| 12. Eigendecomposition/11. Code challenge eigendecomposition of matrix differences.mp4 | 48.54 MB |
| 12. Eigendecomposition/11. Code challenge eigendecomposition of matrix differences.vtt | 11.81 KB |
| 12. Eigendecomposition/12. Eigenvectors of distinct eigenvalues.mp4 | 41.53 MB |
| 12. Eigendecomposition/12. Eigenvectors of distinct eigenvalues.vtt | 9.01 KB |
| 12. Eigendecomposition/13. Eigenvectors of repeated eigenvalues.mp4 | 47.92 MB |
| 12. Eigendecomposition/13. Eigenvectors of repeated eigenvalues.vtt | 11.72 KB |
| 12. Eigendecomposition/14. Eigendecomposition of symmetric matrices.mp4 | 60.44 MB |
| 12. Eigendecomposition/14. Eigendecomposition of symmetric matrices.vtt | 13.08 KB |
| 12. Eigendecomposition/15. Eigenlayers of a matrix.mp4 | 24.75 MB |
| 12. Eigendecomposition/15. Eigenlayers of a matrix.vtt | 6.44 KB |
| 12. Eigendecomposition/16. Code challenge reconstruct a matrix from eigenlayers.mp4 | 49.85 MB |
| 12. Eigendecomposition/16. Code challenge reconstruct a matrix from eigenlayers.vtt | 11.79 KB |
| 12. Eigendecomposition/17. Eigendecomposition of singular matrices.mp4 | 20.06 MB |
| 12. Eigendecomposition/17. Eigendecomposition of singular matrices.vtt | 5.47 KB |
| 12. Eigendecomposition/18. Code challenge trace and determinant, eigenvalues sum and product.mp4 | 33.04 MB |
| 12. Eigendecomposition/18. Code challenge trace and determinant, eigenvalues sum and product.vtt | 9.69 KB |
| 12. Eigendecomposition/19. Generalized eigendecomposition.mp4 | 45.27 MB |
| 12. Eigendecomposition/19. Generalized eigendecomposition.vtt | 10.1 KB |
| 12. Eigendecomposition/2. What are eigenvalues and eigenvectors.mp4 | 63.49 MB |
| 12. Eigendecomposition/2. What are eigenvalues and eigenvectors.vtt | 13.99 KB |
| 12. Eigendecomposition/20. Code challenge GED in small and large matrices.mp4 | 72.37 MB |
| 12. Eigendecomposition/20. Code challenge GED in small and large matrices.vtt | 14.93 KB |
| 12. Eigendecomposition/3. Finding eigenvalues.mp4 | 70.05 MB |
| 12. Eigendecomposition/3. Finding eigenvalues.vtt | 17.2 KB |
| 12. Eigendecomposition/4. Shortcut for eigenvalues of a 2x2 matrix.mp4 | 12.61 MB |
| 12. Eigendecomposition/4. Shortcut for eigenvalues of a 2x2 matrix.vtt | 3.01 KB |
| 12. Eigendecomposition/5. Code challenge eigenvalues of diagonal and triangular matrices.mp4 | 33.88 MB |
| 12. Eigendecomposition/5. Code challenge eigenvalues of diagonal and triangular matrices.vtt | 9.45 KB |
| 12. Eigendecomposition/6. Code challenge eigenvalues of random matrices.mp4 | 62.78 MB |
| 12. Eigendecomposition/6. Code challenge eigenvalues of random matrices.vtt | 10.85 KB |
| 12. Eigendecomposition/7. Finding eigenvectors.mp4 | 56.89 MB |
| 12. Eigendecomposition/7. Finding eigenvectors.vtt | 13.24 KB |
| 12. Eigendecomposition/8. Eigendecomposition by hand two examples.mp4 | 46.6 MB |
| 12. Eigendecomposition/8. Eigendecomposition by hand two examples.vtt | 10.86 KB |
| 12. Eigendecomposition/9. Diagonalization.mp4 | 49.66 MB |
| 12. Eigendecomposition/9. Diagonalization.vtt | 11.42 KB |
| 13. Singular value decomposition/1. Exercises + code.html | 26 B |
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