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Complete linear algebra theory and implementation
magnet:?xt=urn:btih:ed7aefd8cd7378ed9dcc565530982599fdfd5bbc&dn=Complete linear algebra theory and implementation
磁力链接详情
Hash值:
ed7aefd8cd7378ed9dcc565530982599fdfd5bbc
点击数:
213
文件大小:
5.86 GB
文件数量:
134
创建日期:
2019-12-29 19:46
最后访问:
2024-6-14 00:09
访问标签:
Complete
linear
algebra
theory
and
implementation
文件列表详情
Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/8. Least-squares application 2.mp4 133.28 MB
Complete linear algebra theory and implementation/1. Introductions/1. What is linear algebra.mp4 47.12 MB
Complete linear algebra theory and implementation/1. Introductions/2. Linear algebra applications.mp4 30.65 MB
Complete linear algebra theory and implementation/1. Introductions/3. How best to learn from this course.mp4 22.52 MB
Complete linear algebra theory and implementation/1. Introductions/4. Using Jupyter online for Python code (no installation necessary!).mp4 23.01 MB
Complete linear algebra theory and implementation/1. Introductions/5. Leaving reviews, course coupons.mp4 17.85 MB
Complete linear algebra theory and implementation/2. Vectors/2. Algebraic and geometric interpretations of vectors.mp4 52.01 MB
Complete linear algebra theory and implementation/2. Vectors/3. Vector addition and subtraction.mp4 29.49 MB
Complete linear algebra theory and implementation/2. Vectors/4. Vector-scalar multiplication.mp4 33.98 MB
Complete linear algebra theory and implementation/2. Vectors/5. Vector-vector multiplication the dot product.mp4 40.14 MB
Complete linear algebra theory and implementation/2. Vectors/6. Vector length.mp4 23.28 MB
Complete linear algebra theory and implementation/2. Vectors/8. Dot product geometry sign and orthogonality.mp4 71.23 MB
Complete linear algebra theory and implementation/2. Vectors/11. Code challenge dot product sign and scalar multiplication.mp4 38.03 MB
Complete linear algebra theory and implementation/2. Vectors/12. Code challenge is the dot product commutative.mp4 27.53 MB
Complete linear algebra theory and implementation/2. Vectors/13. Outer product.mp4 29.42 MB
Complete linear algebra theory and implementation/2. Vectors/14. Vectors with complex numbers.mp4 31.88 MB
Complete linear algebra theory and implementation/2. Vectors/15. Hermitian transpose (a.k.a. conjugate transpose).mp4 44.89 MB
Complete linear algebra theory and implementation/2. Vectors/16. Interpreting and creating unit vectors.mp4 21.84 MB
Complete linear algebra theory and implementation/2. Vectors/17. Code challenge dot products with unit vectors.mp4 35.31 MB
Complete linear algebra theory and implementation/2. Vectors/18. Dimensions and fields in linear algebra.mp4 37.59 MB
Complete linear algebra theory and implementation/2. Vectors/19. Subspaces.mp4 66.72 MB
Complete linear algebra theory and implementation/2. Vectors/20. Subspaces vs. subsets.mp4 26.26 MB
Complete linear algebra theory and implementation/2. Vectors/21. Span.mp4 60.75 MB
Complete linear algebra theory and implementation/2. Vectors/23. Linear independence.mp4 72.1 MB
Complete linear algebra theory and implementation/2. Vectors/24. Basis.mp4 43.9 MB
Complete linear algebra theory and implementation/3. Introduction to matrices/2. Matrix terminology and dimensionality.mp4 28.51 MB
Complete linear algebra theory and implementation/3. Introduction to matrices/4. A zoo of matrices.mp4 45.64 MB
Complete linear algebra theory and implementation/3. Introduction to matrices/6. Matrix addition and subtraction.mp4 19.26 MB
Complete linear algebra theory and implementation/3. Introduction to matrices/7. Matrix-scalar multiplication.mp4 7.97 MB
Complete linear algebra theory and implementation/3. Introduction to matrices/8. Code challenge is matrix-scalar multiplication a linear operation.mp4 18.26 MB
Complete linear algebra theory and implementation/3. Introduction to matrices/9. Transpose.mp4 27.63 MB
Complete linear algebra theory and implementation/3. Introduction to matrices/10. Complex matrices.mp4 6.76 MB
Complete linear algebra theory and implementation/3. Introduction to matrices/12. Diagonal and trace.mp4 22.22 MB
Complete linear algebra theory and implementation/3. Introduction to matrices/13. Code challenge linearity of trace.mp4 29.57 MB
Complete linear algebra theory and implementation/4. Matrix multiplications/2. Introduction to standard matrix multiplication.mp4 29.84 MB
Complete linear algebra theory and implementation/4. Matrix multiplications/3. Four ways to think about matrix multiplication.mp4 37.76 MB
Complete linear algebra theory and implementation/4. Matrix multiplications/4. Code challenge matrix multiplication by layering.mp4 25.33 MB
Complete linear algebra theory and implementation/4. Matrix multiplications/5. Matrix multiplication with a diagonal matrix.mp4 13.07 MB
Complete linear algebra theory and implementation/4. Matrix multiplications/6. Order-of-operations on matrices.mp4 33.51 MB
Complete linear algebra theory and implementation/4. Matrix multiplications/7. Matrix-vector multiplication.mp4 44.23 MB
Complete linear algebra theory and implementation/4. Matrix multiplications/9. 2D transformation matrices.mp4 55.57 MB
Complete linear algebra theory and implementation/4. Matrix multiplications/10. Additive and multiplicative matrix identities.mp4 20.78 MB
Complete linear algebra theory and implementation/4. Matrix multiplications/11. Additive and multiplicative symmetric matrices.mp4 48.58 MB
Complete linear algebra theory and implementation/4. Matrix multiplications/12. Hadamard (element-wise) multiplication.mp4 8.66 MB
Complete linear algebra theory and implementation/4. Matrix multiplications/14. Code challenge symmetry of combined symmetric matrices.mp4 34.19 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/16. Code challenge standard and Hadamard multiplication for diagonal matrices.mp4 14.24 MB
Complete linear algebra theory and implementation/4. Matrix multiplications/17. Frobenius dot product.mp4 37.25 MB
Complete linear algebra theory and implementation/4. Matrix multiplications/18. What about matrix division.mp4 14.57 MB
Complete linear algebra theory and implementation/5. Matrix rank/2. Rank concepts, terms, and applications.mp4 49.23 MB
Complete linear algebra theory and implementation/5. Matrix rank/4. Computing rank theory and practice.mp4 68.72 MB
Complete linear algebra theory and implementation/5. Matrix rank/5. Rank of added and multiplied matrices.mp4 55.09 MB
Complete linear algebra theory and implementation/5. Matrix rank/7. Code challenge reduced-rank matrix via multiplication.mp4 17.34 MB
Complete linear algebra theory and implementation/5. Matrix rank/8. Rank of A^TA and AA^T.mp4 39.64 MB
Complete linear algebra theory and implementation/5. Matrix rank/9. Code challenge scalar multiplication and rank.mp4 30.29 MB
Complete linear algebra theory and implementation/5. Matrix rank/10. Code challenge rank of multiplied and summed matrices.mp4 27.11 MB
Complete linear algebra theory and implementation/5. Matrix rank/11. Making a matrix full-rank by shifting.mp4 37.79 MB
Complete linear algebra theory and implementation/5. Matrix rank/12. Code challenge is this vector in the span of this set.mp4 25.11 MB
Complete linear algebra theory and implementation/6. Matrix spaces/2. Column space of a matrix.mp4 72 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/6. Matrix spaces/4. Null space and left null space of a matrix.mp4 64.13 MB
Complete linear algebra theory and implementation/6. Matrix spaces/5. Columnleft-null and rownull spaces are orthogonal.mp4 30.98 MB
Complete linear algebra theory and implementation/6. Matrix spaces/6. Dimensions of columnrownull spaces.mp4 26.84 MB
Complete linear algebra theory and implementation/6. Matrix spaces/7. Example of the four subspaces.mp4 50.25 MB
Complete linear algebra theory and implementation/6. Matrix spaces/8. More on Ax=b and Ax=0.mp4 28.47 MB
Complete linear algebra theory and implementation/7. Solving systems of equations/2. Systems of equations algebra and geometry.mp4 85.04 MB
Complete linear algebra theory and implementation/7. Solving systems of equations/3. Converting systems of equations to matrix equations.mp4 29.44 MB
Complete linear algebra theory and implementation/7. Solving systems of equations/4. Gaussian elimination.mp4 61.62 MB
Complete linear algebra theory and implementation/7. Solving systems of equations/5. Echelon form and pivots.mp4 26.42 MB
Complete linear algebra theory and implementation/7. Solving systems of equations/6. Reduced row echelon form.mp4 61.34 MB
Complete linear algebra theory and implementation/7. Solving systems of equations/7. Code challenge RREF of matrices with different sizes and ranks.mp4 39.28 MB
Complete linear algebra theory and implementation/7. Solving systems of equations/8. Matrix spaces after row reduction.mp4 39.52 MB
Complete linear algebra theory and implementation/8. Matrix determinant/2. Determinant concept and applications.mp4 41.46 MB
Complete linear algebra theory and implementation/8. Matrix determinant/3. Code challenge determinant of small and large singular matrices.mp4 25.03 MB
Complete linear algebra theory and implementation/8. Matrix determinant/4. Determinant of a 2x2 matrix.mp4 27.45 MB
Complete linear algebra theory and implementation/8. Matrix determinant/5. Determinant of a 3x3 matrix.mp4 51.56 MB
Complete linear algebra theory and implementation/8. Matrix determinant/6. Code challenge determinant of shifted matrices.mp4 62.47 MB
Complete linear algebra theory and implementation/8. Matrix determinant/7. Find matrix values for a given determinant.mp4 20.59 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/9. Matrix inverse/3. Inverse of a 2x2 matrix.mp4 26.54 MB
Complete linear algebra theory and implementation/9. Matrix inverse/4. The MCA algorithm to compute the inverse.mp4 52.45 MB
Complete linear algebra theory and implementation/9. Matrix inverse/5. Computing the inverse via row reduction.mp4 85.53 MB
Complete linear algebra theory and implementation/9. Matrix inverse/6. Code challenge inverse of a diagonal matrix.mp4 37.18 MB
Complete linear algebra theory and implementation/9. Matrix inverse/7. Left inverse and right inverse.mp4 76.67 MB
Complete linear algebra theory and implementation/9. Matrix inverse/8. Proof the inverse is unique.mp4 14.05 MB
Complete linear algebra theory and implementation/9. Matrix inverse/9. Pseudo-inverse, part 1.mp4 56.05 MB
Complete linear algebra theory and implementation/9. Matrix inverse/10. Code challenge pseudoinverse of invertible matrices.mp4 13.36 MB
Complete linear algebra theory and implementation/10. Projections and orthogonalization/2. Projections in R^2.mp4 43.89 MB
Complete linear algebra theory and implementation/10. Projections and orthogonalization/3. Projections in R^N.mp4 75.55 MB
Complete linear algebra theory and implementation/10. Projections and orthogonalization/4. Orthogonal and parallel vector components.mp4 47.43 MB
Complete linear algebra theory and implementation/10. Projections and orthogonalization/5. Code challenge decompose vector to orthogonal components.mp4 47.56 MB
Complete linear algebra theory and implementation/10. Projections and orthogonalization/6. Orthogonal matrices.mp4 55.44 MB
Complete linear algebra theory and implementation/10. Projections and orthogonalization/7. Gram-Schmidt and QR decomposition.mp4 67.62 MB
Complete linear algebra theory and implementation/10. Projections and orthogonalization/8. Matrix inverse via QR decomposition.mp4 13.39 MB
Complete linear algebra theory and implementation/10. Projections and orthogonalization/9. Code challenge Inverse via QR.mp4 47.84 MB
Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/2. Introduction to least-squares.mp4 79.62 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/11. Least-squares for model-fitting in statistics/4. Least-squares via orthogonal projection.mp4 34.75 MB
Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/5. Least-squares via row-reduction.mp4 46.89 MB
Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/6. Model-predicted values and residuals.mp4 30.92 MB
Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/7. Least-squares application 1.mp4 81.33 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/12. Eigendecomposition/3. Finding eigenvalues.mp4 73.11 MB
Complete linear algebra theory and implementation/12. Eigendecomposition/4. Shortcut for eigenvalues of a 2x2 matrix.mp4 8.64 MB
Complete linear algebra theory and implementation/12. Eigendecomposition/5. Code challenge eigenvalues of diagonal and triangular matrices.mp4 25.62 MB
Complete linear algebra theory and implementation/12. Eigendecomposition/6. Code challenge eigenvalues of random matrices.mp4 39.63 MB
Complete linear algebra theory and implementation/12. Eigendecomposition/7. Finding eigenvectors.mp4 64.81 MB
Complete linear algebra theory and implementation/12. Eigendecomposition/8. Eigendecomposition by hand two examples.mp4 51.83 MB
Complete linear algebra theory and implementation/12. Eigendecomposition/9. Diagonalization.mp4 47.37 MB
Complete linear algebra theory and implementation/12. Eigendecomposition/10. Matrix powers via diagonalization.mp4 99.59 MB
Complete linear algebra theory and implementation/12. Eigendecomposition/11. Eigenvectors of distinct eigenvalues.mp4 55.81 MB
Complete linear algebra theory and implementation/12. Eigendecomposition/12. Eigenvectors of repeated eigenvalues.mp4 64.79 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/14. Eigendecomposition of singular matrices.mp4 15.75 MB
Complete linear algebra theory and implementation/12. Eigendecomposition/15. Code challenge trace and determinant, eigenvalues sum and product.mp4 24.11 MB
Complete linear algebra theory and implementation/12. Eigendecomposition/16. Generalized eigendecomposition.mp4 61.91 MB
Complete linear algebra theory and implementation/13. Singular value decomposition/2. Singular value decomposition (SVD).mp4 59.71 MB
Complete linear algebra theory and implementation/13. Singular value decomposition/3. Code challenge SVD vs. eigendecomposition for square symmetric matrices.mp4 79.19 MB
Complete linear algebra theory and implementation/13. Singular value decomposition/4. SVD and the four subspaces.mp4 37.51 MB
Complete linear algebra theory and implementation/13. Singular value decomposition/5. Spectral theory of matrices.mp4 116.58 MB
Complete linear algebra theory and implementation/13. Singular value decomposition/6. SVD for low-rank approximations.mp4 67.66 MB
Complete linear algebra theory and implementation/13. Singular value decomposition/7. Convert singular values to percent variance.mp4 72.94 MB
Complete linear algebra theory and implementation/13. Singular value decomposition/8. SVD, matrix inverse, and pseudoinverse.mp4 49.77 MB
Complete linear algebra theory and implementation/13. Singular value decomposition/9. Condition number of a matrix.mp4 52.99 MB
Complete linear algebra theory and implementation/13. Singular value decomposition/10. Code challenge Create matrix with desired condition number.mp4 78.71 MB
Complete linear algebra theory and implementation/14. Quadratic form and definiteness/2. The quadratic form in algebra.mp4 51.31 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/14. Quadratic form and definiteness/4. The normalized quadratic form.mp4 31.77 MB
Complete linear algebra theory and implementation/14. Quadratic form and definiteness/5. Code challenge Visualize the normalized quadratic form.mp4 81.33 MB
Complete linear algebra theory and implementation/14. Quadratic form and definiteness/6. Eigenvectors and the quadratic form surface.mp4 45.25 MB
Complete linear algebra theory and implementation/14. Quadratic form and definiteness/7. Application of the normalized quadratic form PCA.mp4 131.56 MB
Complete linear algebra theory and implementation/14. Quadratic form and definiteness/8. Quadratic form of generalized eigendecomposition.mp4 65.29 MB
Complete linear algebra theory and implementation/14. Quadratic form and definiteness/9. Matrix definiteness, geometry, and eigenvalues.mp4 53.06 MB
Complete linear algebra theory and implementation/14. Quadratic form and definiteness/10. Proof A^TA is always positive (semi)definite.mp4 31.34 MB
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