Complete linear algebra theory and implementation
File List
- Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/8. Least-squares application 2.mp4 133.3 MB
- Complete linear algebra theory and implementation/14. Quadratic form and definiteness/7. Application of the normalized quadratic form PCA.mp4 131.6 MB
- Complete linear algebra theory and implementation/13. Singular value decomposition/5. Spectral theory of matrices.mp4 116.6 MB
- Complete linear algebra theory and implementation/12. Eigendecomposition/10. Matrix powers via diagonalization.mp4 99.6 MB
- Complete linear algebra theory and implementation/9. Matrix inverse/5. Computing the inverse via row reduction.mp4 85.5 MB
- Complete linear algebra theory and implementation/7. Solving systems of equations/2. Systems of equations algebra and geometry.mp4 85.0 MB
- Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/7. Least-squares application 1.mp4 81.3 MB
- Complete linear algebra theory and implementation/14. Quadratic form and definiteness/5. Code challenge Visualize the normalized quadratic form.mp4 81.3 MB
- Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/2. Introduction to least-squares.mp4 79.6 MB
- Complete linear algebra theory and implementation/13. Singular value decomposition/3. Code challenge SVD vs. eigendecomposition for square symmetric matrices.mp4 79.2 MB
- Complete linear algebra theory and implementation/13. Singular value decomposition/10. Code challenge Create matrix with desired condition number.mp4 78.7 MB
- Complete linear algebra theory and implementation/9. Matrix inverse/7. Left inverse and right inverse.mp4 76.7 MB
- Complete linear algebra theory and implementation/10. Projections and orthogonalization/3. Projections in R^N.mp4 75.5 MB
- Complete linear algebra theory and implementation/12. Eigendecomposition/13. Eigendecomposition of symmetric matrices.mp4 73.8 MB
- Complete linear algebra theory and implementation/12. Eigendecomposition/3. Finding eigenvalues.mp4 73.1 MB
- Complete linear algebra theory and implementation/13. Singular value decomposition/7. Convert singular values to percent variance.mp4 72.9 MB
- Complete linear algebra theory and implementation/2. Vectors/23. Linear independence.mp4 72.1 MB
- Complete linear algebra theory and implementation/6. Matrix spaces/2. Column space of a matrix.mp4 72.0 MB
- Complete linear algebra theory and implementation/2. Vectors/8. Dot product geometry sign and orthogonality.mp4 71.2 MB
- Complete linear algebra theory and implementation/12. Eigendecomposition/2. What are eigenvalues and eigenvectors.mp4 70.3 MB
- Complete linear algebra theory and implementation/5. Matrix rank/4. Computing rank theory and practice.mp4 68.7 MB
- Complete linear algebra theory and implementation/13. Singular value decomposition/6. SVD for low-rank approximations.mp4 67.7 MB
- Complete linear algebra theory and implementation/10. Projections and orthogonalization/7. Gram-Schmidt and QR decomposition.mp4 67.6 MB
- Complete linear algebra theory and implementation/2. Vectors/19. Subspaces.mp4 66.7 MB
- Complete linear algebra theory and implementation/14. Quadratic form and definiteness/8. Quadratic form of generalized eigendecomposition.mp4 65.3 MB
- Complete linear algebra theory and implementation/12. Eigendecomposition/7. Finding eigenvectors.mp4 64.8 MB
- Complete linear algebra theory and implementation/12. Eigendecomposition/12. Eigenvectors of repeated eigenvalues.mp4 64.8 MB
- Complete linear algebra theory and implementation/14. Quadratic form and definiteness/3. The quadratic form in geometry.mp4 64.7 MB
- Complete linear algebra theory and implementation/6. Matrix spaces/4. Null space and left null space of a matrix.mp4 64.1 MB
- Complete linear algebra theory and implementation/8. Matrix determinant/6. Code challenge determinant of shifted matrices.mp4 62.5 MB
- Complete linear algebra theory and implementation/12. Eigendecomposition/16. Generalized eigendecomposition.mp4 61.9 MB
- Complete linear algebra theory and implementation/7. Solving systems of equations/4. Gaussian elimination.mp4 61.6 MB
- Complete linear algebra theory and implementation/7. Solving systems of equations/6. Reduced row echelon form.mp4 61.3 MB
- Complete linear algebra theory and implementation/2. Vectors/21. Span.mp4 60.7 MB
- Complete linear algebra theory and implementation/13. Singular value decomposition/2. Singular value decomposition (SVD).mp4 59.7 MB
- Complete linear algebra theory and implementation/9. Matrix inverse/9. Pseudo-inverse, part 1.mp4 56.1 MB
- Complete linear algebra theory and implementation/12. Eigendecomposition/11. Eigenvectors of distinct eigenvalues.mp4 55.8 MB
- Complete linear algebra theory and implementation/4. Matrix multiplications/9. 2D transformation matrices.mp4 55.6 MB
- Complete linear algebra theory and implementation/10. Projections and orthogonalization/6. Orthogonal matrices.mp4 55.4 MB
- Complete linear algebra theory and implementation/5. Matrix rank/5. Rank of added and multiplied matrices.mp4 55.1 MB
- Complete linear algebra theory and implementation/14. Quadratic form and definiteness/9. Matrix definiteness, geometry, and eigenvalues.mp4 53.1 MB
- Complete linear algebra theory and implementation/13. Singular value decomposition/9. Condition number of a matrix.mp4 53.0 MB
- Complete linear algebra theory and implementation/9. Matrix inverse/4. The MCA algorithm to compute the inverse.mp4 52.4 MB
- Complete linear algebra theory and implementation/2. Vectors/2. Algebraic and geometric interpretations of vectors.mp4 52.0 MB
- Complete linear algebra theory and implementation/12. Eigendecomposition/8. Eigendecomposition by hand two examples.mp4 51.8 MB
- Complete linear algebra theory and implementation/8. Matrix determinant/5. Determinant of a 3x3 matrix.mp4 51.6 MB
- Complete linear algebra theory and implementation/14. Quadratic form and definiteness/2. The quadratic form in algebra.mp4 51.3 MB
- Complete linear algebra theory and implementation/6. Matrix spaces/7. Example of the four subspaces.mp4 50.2 MB
- Complete linear algebra theory and implementation/13. Singular value decomposition/8. SVD, matrix inverse, and pseudoinverse.mp4 49.8 MB
- Complete linear algebra theory and implementation/5. Matrix rank/2. Rank concepts, terms, and applications.mp4 49.2 MB
- Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/3. Least-squares via left inverse.mp4 49.1 MB
- Complete linear algebra theory and implementation/4. Matrix multiplications/11. Additive and multiplicative symmetric matrices.mp4 48.6 MB
- Complete linear algebra theory and implementation/10. Projections and orthogonalization/9. Code challenge Inverse via QR.mp4 47.8 MB
- Complete linear algebra theory and implementation/10. Projections and orthogonalization/5. Code challenge decompose vector to orthogonal components.mp4 47.6 MB
- Complete linear algebra theory and implementation/10. Projections and orthogonalization/4. Orthogonal and parallel vector components.mp4 47.4 MB
- Complete linear algebra theory and implementation/12. Eigendecomposition/9. Diagonalization.mp4 47.4 MB
- Complete linear algebra theory and implementation/1. Introductions/1. What is linear algebra.mp4 47.1 MB
- Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/5. Least-squares via row-reduction.mp4 46.9 MB
- Complete linear algebra theory and implementation/3. Introduction to matrices/4. A zoo of matrices.mp4 45.6 MB
- Complete linear algebra theory and implementation/14. Quadratic form and definiteness/6. Eigenvectors and the quadratic form surface.mp4 45.2 MB
- Complete linear algebra theory and implementation/2. Vectors/15. Hermitian transpose (a.k.a. conjugate transpose).mp4 44.9 MB
- Complete linear algebra theory and implementation/4. Matrix multiplications/7. Matrix-vector multiplication.mp4 44.2 MB
- Complete linear algebra theory and implementation/2. Vectors/24. Basis.mp4 43.9 MB
- Complete linear algebra theory and implementation/10. Projections and orthogonalization/2. Projections in R^2.mp4 43.9 MB
- Complete linear algebra theory and implementation/9. Matrix inverse/2. Matrix inverse Concept and applications.mp4 41.8 MB
- Complete linear algebra theory and implementation/8. Matrix determinant/2. Determinant concept and applications.mp4 41.5 MB
- Complete linear algebra theory and implementation/2. Vectors/5. Vector-vector multiplication the dot product.mp4 40.1 MB
- Complete linear algebra theory and implementation/5. Matrix rank/8. Rank of A^TA and AA^T.mp4 39.6 MB
- Complete linear algebra theory and implementation/12. Eigendecomposition/6. Code challenge eigenvalues of random matrices.mp4 39.6 MB
- Complete linear algebra theory and implementation/7. Solving systems of equations/8. Matrix spaces after row reduction.mp4 39.5 MB
- Complete linear algebra theory and implementation/7. Solving systems of equations/7. Code challenge RREF of matrices with different sizes and ranks.mp4 39.3 MB
- Complete linear algebra theory and implementation/2. Vectors/11. Code challenge dot product sign and scalar multiplication.mp4 38.0 MB
- Complete linear algebra theory and implementation/5. Matrix rank/11. Making a matrix full-rank by shifting.mp4 37.8 MB
- Complete linear algebra theory and implementation/4. Matrix multiplications/3. Four ways to think about matrix multiplication.mp4 37.8 MB
- Complete linear algebra theory and implementation/2. Vectors/18. Dimensions and fields in linear algebra.mp4 37.6 MB
- Complete linear algebra theory and implementation/13. Singular value decomposition/4. SVD and the four subspaces.mp4 37.5 MB
- Complete linear algebra theory and implementation/4. Matrix multiplications/17. Frobenius dot product.mp4 37.2 MB
- Complete linear algebra theory and implementation/9. Matrix inverse/6. Code challenge inverse of a diagonal matrix.mp4 37.2 MB
- Complete linear algebra theory and implementation/2. Vectors/17. Code challenge dot products with unit vectors.mp4 35.3 MB
- Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/4. Least-squares via orthogonal projection.mp4 34.8 MB
- Complete linear algebra theory and implementation/4. Matrix multiplications/15. Multiplication of two symmetric matrices.mp4 34.5 MB
- Complete linear algebra theory and implementation/4. Matrix multiplications/14. Code challenge symmetry of combined symmetric matrices.mp4 34.2 MB
- Complete linear algebra theory and implementation/2. Vectors/4. Vector-scalar multiplication.mp4 34.0 MB
- Complete linear algebra theory and implementation/4. Matrix multiplications/6. Order-of-operations on matrices.mp4 33.5 MB
- Complete linear algebra theory and implementation/2. Vectors/14. Vectors with complex numbers.mp4 31.9 MB
- Complete linear algebra theory and implementation/14. Quadratic form and definiteness/4. The normalized quadratic form.mp4 31.8 MB
- Complete linear algebra theory and implementation/14. Quadratic form and definiteness/10. Proof A^TA is always positive (semi)definite.mp4 31.3 MB
- Complete linear algebra theory and implementation/6. Matrix spaces/5. Columnleft-null and rownull spaces are orthogonal.mp4 31.0 MB
- Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/6. Model-predicted values and residuals.mp4 30.9 MB
- Complete linear algebra theory and implementation/1. Introductions/2. Linear algebra applications.mp4 30.7 MB
- Complete linear algebra theory and implementation/5. Matrix rank/9. Code challenge scalar multiplication and rank.mp4 30.3 MB
- Complete linear algebra theory and implementation/4. Matrix multiplications/2. Introduction to standard matrix multiplication.mp4 29.8 MB
- Complete linear algebra theory and implementation/3. Introduction to matrices/13. Code challenge linearity of trace.mp4 29.6 MB
- Complete linear algebra theory and implementation/2. Vectors/3. Vector addition and subtraction.mp4 29.5 MB
- Complete linear algebra theory and implementation/7. Solving systems of equations/3. Converting systems of equations to matrix equations.mp4 29.4 MB
- Complete linear algebra theory and implementation/2. Vectors/13. Outer product.mp4 29.4 MB
- Complete linear algebra theory and implementation/3. Introduction to matrices/2. Matrix terminology and dimensionality.mp4 28.5 MB
- Complete linear algebra theory and implementation/6. Matrix spaces/8. More on Ax=b and Ax=0.mp4 28.5 MB
- Complete linear algebra theory and implementation/3. Introduction to matrices/9. Transpose.mp4 27.6 MB
- Complete linear algebra theory and implementation/2. Vectors/12. Code challenge is the dot product commutative.mp4 27.5 MB
- Complete linear algebra theory and implementation/8. Matrix determinant/4. Determinant of a 2x2 matrix.mp4 27.5 MB
- Complete linear algebra theory and implementation/5. Matrix rank/10. Code challenge rank of multiplied and summed matrices.mp4 27.1 MB
- Complete linear algebra theory and implementation/6. Matrix spaces/6. Dimensions of columnrownull spaces.mp4 26.8 MB
- Complete linear algebra theory and implementation/9. Matrix inverse/3. Inverse of a 2x2 matrix.mp4 26.5 MB
- Complete linear algebra theory and implementation/7. Solving systems of equations/5. Echelon form and pivots.mp4 26.4 MB
- Complete linear algebra theory and implementation/2. Vectors/20. Subspaces vs. subsets.mp4 26.3 MB
- Complete linear algebra theory and implementation/12. Eigendecomposition/5. Code challenge eigenvalues of diagonal and triangular matrices.mp4 25.6 MB
- Complete linear algebra theory and implementation/4. Matrix multiplications/4. Code challenge matrix multiplication by layering.mp4 25.3 MB
- Complete linear algebra theory and implementation/5. Matrix rank/12. Code challenge is this vector in the span of this set.mp4 25.1 MB
- Complete linear algebra theory and implementation/8. Matrix determinant/3. Code challenge determinant of small and large singular matrices.mp4 25.0 MB
- Complete linear algebra theory and implementation/12. Eigendecomposition/15. Code challenge trace and determinant, eigenvalues sum and product.mp4 24.1 MB
- Complete linear algebra theory and implementation/2. Vectors/6. Vector length.mp4 23.3 MB
- Complete linear algebra theory and implementation/1. Introductions/4. Using Jupyter online for Python code (no installation necessary!).mp4 23.0 MB
- Complete linear algebra theory and implementation/1. Introductions/3. How best to learn from this course.mp4 22.5 MB
- Complete linear algebra theory and implementation/3. Introduction to matrices/12. Diagonal and trace.mp4 22.2 MB
- Complete linear algebra theory and implementation/2. Vectors/16. Interpreting and creating unit vectors.mp4 21.8 MB
- Complete linear algebra theory and implementation/4. Matrix multiplications/10. Additive and multiplicative matrix identities.mp4 20.8 MB
- Complete linear algebra theory and implementation/8. Matrix determinant/7. Find matrix values for a given determinant.mp4 20.6 MB
- Complete linear algebra theory and implementation/6. Matrix spaces/3. Row space of a matrix.mp4 19.3 MB
- Complete linear algebra theory and implementation/3. Introduction to matrices/6. Matrix addition and subtraction.mp4 19.3 MB
- Complete linear algebra theory and implementation/3. Introduction to matrices/8. Code challenge is matrix-scalar multiplication a linear operation.mp4 18.3 MB
- Complete linear algebra theory and implementation/1. Introductions/5. Leaving reviews, course coupons.mp4 17.9 MB
- Complete linear algebra theory and implementation/5. Matrix rank/7. Code challenge reduced-rank matrix via multiplication.mp4 17.3 MB
- Complete linear algebra theory and implementation/12. Eigendecomposition/14. Eigendecomposition of singular matrices.mp4 15.7 MB
- Complete linear algebra theory and implementation/4. Matrix multiplications/18. What about matrix division.mp4 14.6 MB
- Complete linear algebra theory and implementation/4. Matrix multiplications/16. Code challenge standard and Hadamard multiplication for diagonal matrices.mp4 14.2 MB
- Complete linear algebra theory and implementation/9. Matrix inverse/8. Proof the inverse is unique.mp4 14.1 MB
- Complete linear algebra theory and implementation/10. Projections and orthogonalization/8. Matrix inverse via QR decomposition.mp4 13.4 MB
- Complete linear algebra theory and implementation/9. Matrix inverse/10. Code challenge pseudoinverse of invertible matrices.mp4 13.4 MB
- Complete linear algebra theory and implementation/4. Matrix multiplications/5. Matrix multiplication with a diagonal matrix.mp4 13.1 MB
- Complete linear algebra theory and implementation/4. Matrix multiplications/12. Hadamard (element-wise) multiplication.mp4 8.7 MB
- Complete linear algebra theory and implementation/12. Eigendecomposition/4. Shortcut for eigenvalues of a 2x2 matrix.mp4 8.6 MB
- Complete linear algebra theory and implementation/3. Introduction to matrices/7. Matrix-scalar multiplication.mp4 8.0 MB
- Complete linear algebra theory and implementation/3. Introduction to matrices/10. Complex matrices.mp4 6.8 MB
- Complete linear algebra theory and implementation/2. Vectors/1.1 linalg_vectors.zip.zip 344.8 KB
- Complete linear algebra theory and implementation/13. Singular value decomposition/1.1 linalg_svd.zip.zip 331.0 KB
- Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/1.1 linalg_leastsquares.zip.zip 315.3 KB
- Complete linear algebra theory and implementation/12. Eigendecomposition/1.1 linalg_eig.zip.zip 302.6 KB
- Complete linear algebra theory and implementation/10. Projections and orthogonalization/1.1 linalg_projorth.zip.zip 288.3 KB
- Complete linear algebra theory and implementation/14. Quadratic form and definiteness/1.1 linalg_quadformDefinite.zip.zip 264.4 KB
- Complete linear algebra theory and implementation/9. Matrix inverse/1.1 linalg_inverse.zip.zip 225.8 KB
- Complete linear algebra theory and implementation/4. Matrix multiplications/1.1 linalg_matrixMult.zip.zip 214.1 KB
- Complete linear algebra theory and implementation/7. Solving systems of equations/1.1 linalg_systems.zip.zip 211.2 KB
- Complete linear algebra theory and implementation/6. Matrix spaces/1.1 linalg_matrixSpaces.zip.zip 210.7 KB
- Complete linear algebra theory and implementation/5. Matrix rank/1.1 linalg_matrixRank.zip.zip 179.7 KB
- Complete linear algebra theory and implementation/3. Introduction to matrices/1.1 linalg_matrices.zip.zip 166.2 KB
- Complete linear algebra theory and implementation/8. Matrix determinant/1.1 linalg_matrixDet.pdf.pdf 138.3 KB
- Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/8. Least-squares application 2.vtt 20.2 KB
- Complete linear algebra theory and implementation/9. Matrix inverse/5. Computing the inverse via row reduction.vtt 18.9 KB
- Complete linear algebra theory and implementation/14. Quadratic form and definiteness/7. Application of the normalized quadratic form PCA.vtt 17.9 KB
- Complete linear algebra theory and implementation/12. Eigendecomposition/10. Matrix powers via diagonalization.vtt 17.4 KB
- Complete linear algebra theory and implementation/6. Matrix spaces/2. Column space of a matrix.vtt 17.3 KB
- Complete linear algebra theory and implementation/2. Vectors/23. Linear independence.vtt 17.3 KB
- Complete linear algebra theory and implementation/10. Projections and orthogonalization/7. Gram-Schmidt and QR decomposition.vtt 17.1 KB
- Complete linear algebra theory and implementation/12. Eigendecomposition/3. Finding eigenvalues.vtt 16.9 KB
- Complete linear algebra theory and implementation/2. Vectors/19. Subspaces.vtt 16.4 KB
- Complete linear algebra theory and implementation/7. Solving systems of equations/2. Systems of equations algebra and geometry.vtt 16.1 KB
- Complete linear algebra theory and implementation/12. Eigendecomposition/13. Eigendecomposition of symmetric matrices.vtt 15.9 KB
- Complete linear algebra theory and implementation/2. Vectors/8. Dot product geometry sign and orthogonality.vtt 15.5 KB
- Complete linear algebra theory and implementation/10. Projections and orthogonalization/3. Projections in R^N.vtt 15.5 KB
- Complete linear algebra theory and implementation/7. Solving systems of equations/6. Reduced row echelon form.vtt 15.1 KB
- Complete linear algebra theory and implementation/12. Eigendecomposition/2. What are eigenvalues and eigenvectors.vtt 15.0 KB
- Complete linear algebra theory and implementation/10. Projections and orthogonalization/6. Orthogonal matrices.vtt 14.9 KB
- Complete linear algebra theory and implementation/9. Matrix inverse/7. Left inverse and right inverse.vtt 14.9 KB
- Complete linear algebra theory and implementation/6. Matrix spaces/4. Null space and left null space of a matrix.vtt 14.7 KB
- Complete linear algebra theory and implementation/4. Matrix multiplications/9. 2D transformation matrices.vtt 14.6 KB
- Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/2. Introduction to least-squares.vtt 14.5 KB
- Complete linear algebra theory and implementation/5. Matrix rank/4. Computing rank theory and practice.vtt 14.1 KB
- Complete linear algebra theory and implementation/8. Matrix determinant/6. Code challenge determinant of shifted matrices.vtt 13.8 KB
- Complete linear algebra theory and implementation/13. Singular value decomposition/2. Singular value decomposition (SVD).vtt 13.6 KB
- Complete linear algebra theory and implementation/13. Singular value decomposition/3. Code challenge SVD vs. eigendecomposition for square symmetric matrices.vtt 13.6 KB
- Complete linear algebra theory and implementation/7. Solving systems of equations/4. Gaussian elimination.vtt 13.5 KB
- Complete linear algebra theory and implementation/13. Singular value decomposition/5. Spectral theory of matrices.vtt 13.4 KB
- Complete linear algebra theory and implementation/12. Eigendecomposition/7. Finding eigenvectors.vtt 13.3 KB
- Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/7. Least-squares application 1.vtt 13.2 KB
- Complete linear algebra theory and implementation/9. Matrix inverse/2. Matrix inverse Concept and applications.vtt 13.1 KB
- Complete linear algebra theory and implementation/14. Quadratic form and definiteness/2. The quadratic form in algebra.vtt 13.0 KB
- Complete linear algebra theory and implementation/12. Eigendecomposition/12. Eigenvectors of repeated eigenvalues.vtt 12.9 KB
- Complete linear algebra theory and implementation/14. Quadratic form and definiteness/3. The quadratic form in geometry.vtt 12.9 KB
- Complete linear algebra theory and implementation/13. Singular value decomposition/10. Code challenge Create matrix with desired condition number.vtt 12.8 KB
- Complete linear algebra theory and implementation/4. Matrix multiplications/11. Additive and multiplicative symmetric matrices.vtt 12.8 KB
- Complete linear algebra theory and implementation/13. Singular value decomposition/7. Convert singular values to percent variance.vtt 12.7 KB
- Complete linear algebra theory and implementation/5. Matrix rank/5. Rank of added and multiplied matrices.vtt 12.6 KB
- Complete linear algebra theory and implementation/8. Matrix determinant/5. Determinant of a 3x3 matrix.vtt 12.6 KB
- Complete linear algebra theory and implementation/10. Projections and orthogonalization/4. Orthogonal and parallel vector components.vtt 12.5 KB
- Complete linear algebra theory and implementation/9. Matrix inverse/4. The MCA algorithm to compute the inverse.vtt 12.5 KB
- Complete linear algebra theory and implementation/12. Eigendecomposition/8. Eigendecomposition by hand two examples.vtt 12.3 KB
- Complete linear algebra theory and implementation/2. Vectors/2. Algebraic and geometric interpretations of vectors.vtt 12.3 KB
- Complete linear algebra theory and implementation/14. Quadratic form and definiteness/5. Code challenge Visualize the normalized quadratic form.vtt 12.0 KB
- Complete linear algebra theory and implementation/2. Vectors/21. Span.vtt 11.9 KB
- Complete linear algebra theory and implementation/12. Eigendecomposition/16. Generalized eigendecomposition.vtt 11.7 KB
- Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/5. Least-squares via row-reduction.vtt 11.6 KB
- Complete linear algebra theory and implementation/6. Matrix spaces/7. Example of the four subspaces.vtt 11.6 KB
- Complete linear algebra theory and implementation/5. Matrix rank/2. Rank concepts, terms, and applications.vtt 11.4 KB
- Complete linear algebra theory and implementation/13. Singular value decomposition/6. SVD for low-rank approximations.vtt 11.4 KB
- Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/3. Least-squares via left inverse.vtt 11.2 KB
- Complete linear algebra theory and implementation/4. Matrix multiplications/3. Four ways to think about matrix multiplication.vtt 11.1 KB
- Complete linear algebra theory and implementation/12. Eigendecomposition/9. Diagonalization.vtt 11.0 KB
- Complete linear algebra theory and implementation/14. Quadratic form and definiteness/8. Quadratic form of generalized eigendecomposition.vtt 11.0 KB
- Complete linear algebra theory and implementation/2. Vectors/15. Hermitian transpose (a.k.a. conjugate transpose).vtt 10.9 KB
- Complete linear algebra theory and implementation/2. Vectors/24. Basis.vtt 10.9 KB
- Complete linear algebra theory and implementation/10. Projections and orthogonalization/2. Projections in R^2.vtt 10.7 KB
- Complete linear algebra theory and implementation/3. Introduction to matrices/4. A zoo of matrices.vtt 10.7 KB
- Complete linear algebra theory and implementation/2. Vectors/11. Code challenge dot product sign and scalar multiplication.vtt 10.4 KB
- Complete linear algebra theory and implementation/13. Singular value decomposition/8. SVD, matrix inverse, and pseudoinverse.vtt 10.3 KB
- Complete linear algebra theory and implementation/5. Matrix rank/8. Rank of A^TA and AA^T.vtt 10.1 KB
- Complete linear algebra theory and implementation/2. Vectors/5. Vector-vector multiplication the dot product.vtt 10.1 KB
- Complete linear algebra theory and implementation/4. Matrix multiplications/7. Matrix-vector multiplication.vtt 10.1 KB
- Complete linear algebra theory and implementation/9. Matrix inverse/6. Code challenge inverse of a diagonal matrix.vtt 9.8 KB
- Complete linear algebra theory and implementation/2. Vectors/17. Code challenge dot products with unit vectors.vtt 9.6 KB
- Complete linear algebra theory and implementation/12. Eigendecomposition/11. Eigenvectors of distinct eigenvalues.vtt 9.5 KB
- Complete linear algebra theory and implementation/4. Matrix multiplications/14. Code challenge symmetry of combined symmetric matrices.vtt 9.3 KB
- Complete linear algebra theory and implementation/7. Solving systems of equations/7. Code challenge RREF of matrices with different sizes and ranks.vtt 9.2 KB
- Complete linear algebra theory and implementation/13. Singular value decomposition/9. Condition number of a matrix.vtt 9.2 KB
- Complete linear algebra theory and implementation/2. Vectors/14. Vectors with complex numbers.vtt 9.1 KB
- Complete linear algebra theory and implementation/10. Projections and orthogonalization/5. Code challenge decompose vector to orthogonal components.vtt 9.1 KB
- Complete linear algebra theory and implementation/2. Vectors/18. Dimensions and fields in linear algebra.vtt 8.9 KB
- Complete linear algebra theory and implementation/14. Quadratic form and definiteness/9. Matrix definiteness, geometry, and eigenvalues.vtt 8.9 KB
- Complete linear algebra theory and implementation/4. Matrix multiplications/17. Frobenius dot product.vtt 8.9 KB
- Complete linear algebra theory and implementation/9. Matrix inverse/9. Pseudo-inverse, part 1.vtt 8.7 KB
- Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/4. Least-squares via orthogonal projection.vtt 8.6 KB
- Complete linear algebra theory and implementation/7. Solving systems of equations/8. Matrix spaces after row reduction.vtt 8.6 KB
- Complete linear algebra theory and implementation/2. Vectors/4. Vector-scalar multiplication.vtt 8.5 KB
- Complete linear algebra theory and implementation/7. Solving systems of equations/5. Echelon form and pivots.vtt 8.4 KB
- Complete linear algebra theory and implementation/3. Introduction to matrices/2. Matrix terminology and dimensionality.vtt 8.4 KB
- Complete linear algebra theory and implementation/5. Matrix rank/11. Making a matrix full-rank by shifting.vtt 8.3 KB
- Complete linear algebra theory and implementation/13. Singular value decomposition/4. SVD and the four subspaces.vtt 8.2 KB
- Complete linear algebra theory and implementation/10. Projections and orthogonalization/9. Code challenge Inverse via QR.vtt 8.1 KB
- Complete linear algebra theory and implementation/4. Matrix multiplications/15. Multiplication of two symmetric matrices.vtt 8.1 KB
- Complete linear algebra theory and implementation/4. Matrix multiplications/6. Order-of-operations on matrices.vtt 8.1 KB
- Complete linear algebra theory and implementation/2. Vectors/12. Code challenge is the dot product commutative.vtt 8.1 KB
- Complete linear algebra theory and implementation/8. Matrix determinant/4. Determinant of a 2x2 matrix.vtt 7.9 KB
- Complete linear algebra theory and implementation/4. Matrix multiplications/2. Introduction to standard matrix multiplication.vtt 7.8 KB
- Complete linear algebra theory and implementation/8. Matrix determinant/2. Determinant concept and applications.vtt 7.8 KB
- Complete linear algebra theory and implementation/1. Introductions/1. What is linear algebra.vtt 7.8 KB
- Complete linear algebra theory and implementation/5. Matrix rank/10. Code challenge rank of multiplied and summed matrices.vtt 7.8 KB
- Complete linear algebra theory and implementation/6. Matrix spaces/8. More on Ax=b and Ax=0.vtt 7.7 KB
- Complete linear algebra theory and implementation/2. Vectors/3. Vector addition and subtraction.vtt 7.6 KB
- Complete linear algebra theory and implementation/5. Matrix rank/9. Code challenge scalar multiplication and rank.vtt 7.6 KB
- Complete linear algebra theory and implementation/6. Matrix spaces/5. Columnleft-null and rownull spaces are orthogonal.vtt 7.3 KB
- Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/6. Model-predicted values and residuals.vtt 7.3 KB
- Complete linear algebra theory and implementation/2. Vectors/13. Outer product.vtt 7.2 KB
- Complete linear algebra theory and implementation/3. Introduction to matrices/9. Transpose.vtt 7.1 KB
- Complete linear algebra theory and implementation/12. Eigendecomposition/6. Code challenge eigenvalues of random matrices.vtt 7.1 KB
- Complete linear algebra theory and implementation/3. Introduction to matrices/13. Code challenge linearity of trace.vtt 7.0 KB
- Complete linear algebra theory and implementation/14. Quadratic form and definiteness/4. The normalized quadratic form.vtt 7.0 KB
- Complete linear algebra theory and implementation/14. Quadratic form and definiteness/10. Proof A^TA is always positive (semi)definite.vtt 6.9 KB
- Complete linear algebra theory and implementation/8. Matrix determinant/3. Code challenge determinant of small and large singular matrices.vtt 6.8 KB
- Complete linear algebra theory and implementation/6. Matrix spaces/6. Dimensions of columnrownull spaces.vtt 6.7 KB
- Complete linear algebra theory and implementation/2. Vectors/6. Vector length.vtt 6.6 KB
- Complete linear algebra theory and implementation/4. Matrix multiplications/4. Code challenge matrix multiplication by layering.vtt 6.5 KB
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