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Complete linear algebra theory and implementation

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  • 最近下载:2020-12-31 17:16:39
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文件列表

  1. Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/8. Least-squares application 2.mp4 133MB
  2. Complete linear algebra theory and implementation/14. Quadratic form and definiteness/7. Application of the normalized quadratic form PCA.mp4 132MB
  3. Complete linear algebra theory and implementation/13. Singular value decomposition/5. Spectral theory of matrices.mp4 117MB
  4. Complete linear algebra theory and implementation/12. Eigendecomposition/10. Matrix powers via diagonalization.mp4 100MB
  5. Complete linear algebra theory and implementation/9. Matrix inverse/5. Computing the inverse via row reduction.mp4 86MB
  6. Complete linear algebra theory and implementation/7. Solving systems of equations/2. Systems of equations algebra and geometry.mp4 85MB
  7. Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/7. Least-squares application 1.mp4 81MB
  8. Complete linear algebra theory and implementation/14. Quadratic form and definiteness/5. Code challenge Visualize the normalized quadratic form.mp4 81MB
  9. Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/2. Introduction to least-squares.mp4 80MB
  10. Complete linear algebra theory and implementation/13. Singular value decomposition/3. Code challenge SVD vs. eigendecomposition for square symmetric matrices.mp4 79MB
  11. Complete linear algebra theory and implementation/13. Singular value decomposition/10. Code challenge Create matrix with desired condition number.mp4 79MB
  12. Complete linear algebra theory and implementation/9. Matrix inverse/7. Left inverse and right inverse.mp4 77MB
  13. Complete linear algebra theory and implementation/10. Projections and orthogonalization/3. Projections in R^N.mp4 76MB
  14. Complete linear algebra theory and implementation/12. Eigendecomposition/13. Eigendecomposition of symmetric matrices.mp4 74MB
  15. Complete linear algebra theory and implementation/12. Eigendecomposition/3. Finding eigenvalues.mp4 73MB
  16. Complete linear algebra theory and implementation/13. Singular value decomposition/7. Convert singular values to percent variance.mp4 73MB
  17. Complete linear algebra theory and implementation/2. Vectors/23. Linear independence.mp4 72MB
  18. Complete linear algebra theory and implementation/6. Matrix spaces/2. Column space of a matrix.mp4 72MB
  19. Complete linear algebra theory and implementation/2. Vectors/8. Dot product geometry sign and orthogonality.mp4 71MB
  20. Complete linear algebra theory and implementation/12. Eigendecomposition/2. What are eigenvalues and eigenvectors.mp4 70MB
  21. Complete linear algebra theory and implementation/5. Matrix rank/4. Computing rank theory and practice.mp4 69MB
  22. Complete linear algebra theory and implementation/13. Singular value decomposition/6. SVD for low-rank approximations.mp4 68MB
  23. Complete linear algebra theory and implementation/10. Projections and orthogonalization/7. Gram-Schmidt and QR decomposition.mp4 68MB
  24. Complete linear algebra theory and implementation/2. Vectors/19. Subspaces.mp4 67MB
  25. Complete linear algebra theory and implementation/14. Quadratic form and definiteness/8. Quadratic form of generalized eigendecomposition.mp4 65MB
  26. Complete linear algebra theory and implementation/12. Eigendecomposition/7. Finding eigenvectors.mp4 65MB
  27. Complete linear algebra theory and implementation/12. Eigendecomposition/12. Eigenvectors of repeated eigenvalues.mp4 65MB
  28. Complete linear algebra theory and implementation/14. Quadratic form and definiteness/3. The quadratic form in geometry.mp4 65MB
  29. Complete linear algebra theory and implementation/6. Matrix spaces/4. Null space and left null space of a matrix.mp4 64MB
  30. Complete linear algebra theory and implementation/8. Matrix determinant/6. Code challenge determinant of shifted matrices.mp4 62MB
  31. Complete linear algebra theory and implementation/12. Eigendecomposition/16. Generalized eigendecomposition.mp4 62MB
  32. Complete linear algebra theory and implementation/7. Solving systems of equations/4. Gaussian elimination.mp4 62MB
  33. Complete linear algebra theory and implementation/7. Solving systems of equations/6. Reduced row echelon form.mp4 61MB
  34. Complete linear algebra theory and implementation/2. Vectors/21. Span.mp4 61MB
  35. Complete linear algebra theory and implementation/13. Singular value decomposition/2. Singular value decomposition (SVD).mp4 60MB
  36. Complete linear algebra theory and implementation/9. Matrix inverse/9. Pseudo-inverse, part 1.mp4 56MB
  37. Complete linear algebra theory and implementation/12. Eigendecomposition/11. Eigenvectors of distinct eigenvalues.mp4 56MB
  38. Complete linear algebra theory and implementation/4. Matrix multiplications/9. 2D transformation matrices.mp4 56MB
  39. Complete linear algebra theory and implementation/10. Projections and orthogonalization/6. Orthogonal matrices.mp4 55MB
  40. Complete linear algebra theory and implementation/5. Matrix rank/5. Rank of added and multiplied matrices.mp4 55MB
  41. Complete linear algebra theory and implementation/14. Quadratic form and definiteness/9. Matrix definiteness, geometry, and eigenvalues.mp4 53MB
  42. Complete linear algebra theory and implementation/13. Singular value decomposition/9. Condition number of a matrix.mp4 53MB
  43. Complete linear algebra theory and implementation/9. Matrix inverse/4. The MCA algorithm to compute the inverse.mp4 52MB
  44. Complete linear algebra theory and implementation/2. Vectors/2. Algebraic and geometric interpretations of vectors.mp4 52MB
  45. Complete linear algebra theory and implementation/12. Eigendecomposition/8. Eigendecomposition by hand two examples.mp4 52MB
  46. Complete linear algebra theory and implementation/8. Matrix determinant/5. Determinant of a 3x3 matrix.mp4 52MB
  47. Complete linear algebra theory and implementation/14. Quadratic form and definiteness/2. The quadratic form in algebra.mp4 51MB
  48. Complete linear algebra theory and implementation/6. Matrix spaces/7. Example of the four subspaces.mp4 50MB
  49. Complete linear algebra theory and implementation/13. Singular value decomposition/8. SVD, matrix inverse, and pseudoinverse.mp4 50MB
  50. Complete linear algebra theory and implementation/5. Matrix rank/2. Rank concepts, terms, and applications.mp4 49MB
  51. Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/3. Least-squares via left inverse.mp4 49MB
  52. Complete linear algebra theory and implementation/4. Matrix multiplications/11. Additive and multiplicative symmetric matrices.mp4 49MB
  53. Complete linear algebra theory and implementation/10. Projections and orthogonalization/9. Code challenge Inverse via QR.mp4 48MB
  54. Complete linear algebra theory and implementation/10. Projections and orthogonalization/5. Code challenge decompose vector to orthogonal components.mp4 48MB
  55. Complete linear algebra theory and implementation/10. Projections and orthogonalization/4. Orthogonal and parallel vector components.mp4 47MB
  56. Complete linear algebra theory and implementation/12. Eigendecomposition/9. Diagonalization.mp4 47MB
  57. Complete linear algebra theory and implementation/1. Introductions/1. What is linear algebra.mp4 47MB
  58. Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/5. Least-squares via row-reduction.mp4 47MB
  59. Complete linear algebra theory and implementation/3. Introduction to matrices/4. A zoo of matrices.mp4 46MB
  60. Complete linear algebra theory and implementation/14. Quadratic form and definiteness/6. Eigenvectors and the quadratic form surface.mp4 45MB
  61. Complete linear algebra theory and implementation/2. Vectors/15. Hermitian transpose (a.k.a. conjugate transpose).mp4 45MB
  62. Complete linear algebra theory and implementation/4. Matrix multiplications/7. Matrix-vector multiplication.mp4 44MB
  63. Complete linear algebra theory and implementation/2. Vectors/24. Basis.mp4 44MB
  64. Complete linear algebra theory and implementation/10. Projections and orthogonalization/2. Projections in R^2.mp4 44MB
  65. Complete linear algebra theory and implementation/9. Matrix inverse/2. Matrix inverse Concept and applications.mp4 42MB
  66. Complete linear algebra theory and implementation/8. Matrix determinant/2. Determinant concept and applications.mp4 41MB
  67. Complete linear algebra theory and implementation/2. Vectors/5. Vector-vector multiplication the dot product.mp4 40MB
  68. Complete linear algebra theory and implementation/5. Matrix rank/8. Rank of A^TA and AA^T.mp4 40MB
  69. Complete linear algebra theory and implementation/12. Eigendecomposition/6. Code challenge eigenvalues of random matrices.mp4 40MB
  70. Complete linear algebra theory and implementation/7. Solving systems of equations/8. Matrix spaces after row reduction.mp4 40MB
  71. Complete linear algebra theory and implementation/7. Solving systems of equations/7. Code challenge RREF of matrices with different sizes and ranks.mp4 39MB
  72. Complete linear algebra theory and implementation/2. Vectors/11. Code challenge dot product sign and scalar multiplication.mp4 38MB
  73. Complete linear algebra theory and implementation/5. Matrix rank/11. Making a matrix full-rank by shifting.mp4 38MB
  74. Complete linear algebra theory and implementation/4. Matrix multiplications/3. Four ways to think about matrix multiplication.mp4 38MB
  75. Complete linear algebra theory and implementation/2. Vectors/18. Dimensions and fields in linear algebra.mp4 38MB
  76. Complete linear algebra theory and implementation/13. Singular value decomposition/4. SVD and the four subspaces.mp4 38MB
  77. Complete linear algebra theory and implementation/4. Matrix multiplications/17. Frobenius dot product.mp4 37MB
  78. Complete linear algebra theory and implementation/9. Matrix inverse/6. Code challenge inverse of a diagonal matrix.mp4 37MB
  79. Complete linear algebra theory and implementation/2. Vectors/17. Code challenge dot products with unit vectors.mp4 35MB
  80. Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/4. Least-squares via orthogonal projection.mp4 35MB
  81. Complete linear algebra theory and implementation/4. Matrix multiplications/15. Multiplication of two symmetric matrices.mp4 35MB
  82. Complete linear algebra theory and implementation/4. Matrix multiplications/14. Code challenge symmetry of combined symmetric matrices.mp4 34MB
  83. Complete linear algebra theory and implementation/2. Vectors/4. Vector-scalar multiplication.mp4 34MB
  84. Complete linear algebra theory and implementation/4. Matrix multiplications/6. Order-of-operations on matrices.mp4 34MB
  85. Complete linear algebra theory and implementation/2. Vectors/14. Vectors with complex numbers.mp4 32MB
  86. Complete linear algebra theory and implementation/14. Quadratic form and definiteness/4. The normalized quadratic form.mp4 32MB
  87. Complete linear algebra theory and implementation/14. Quadratic form and definiteness/10. Proof A^TA is always positive (semi)definite.mp4 31MB
  88. Complete linear algebra theory and implementation/6. Matrix spaces/5. Columnleft-null and rownull spaces are orthogonal.mp4 31MB
  89. Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/6. Model-predicted values and residuals.mp4 31MB
  90. Complete linear algebra theory and implementation/1. Introductions/2. Linear algebra applications.mp4 31MB
  91. Complete linear algebra theory and implementation/5. Matrix rank/9. Code challenge scalar multiplication and rank.mp4 30MB
  92. Complete linear algebra theory and implementation/4. Matrix multiplications/2. Introduction to standard matrix multiplication.mp4 30MB
  93. Complete linear algebra theory and implementation/3. Introduction to matrices/13. Code challenge linearity of trace.mp4 30MB
  94. Complete linear algebra theory and implementation/2. Vectors/3. Vector addition and subtraction.mp4 29MB
  95. Complete linear algebra theory and implementation/7. Solving systems of equations/3. Converting systems of equations to matrix equations.mp4 29MB
  96. Complete linear algebra theory and implementation/2. Vectors/13. Outer product.mp4 29MB
  97. Complete linear algebra theory and implementation/3. Introduction to matrices/2. Matrix terminology and dimensionality.mp4 29MB
  98. Complete linear algebra theory and implementation/6. Matrix spaces/8. More on Ax=b and Ax=0.mp4 28MB
  99. Complete linear algebra theory and implementation/3. Introduction to matrices/9. Transpose.mp4 28MB
  100. Complete linear algebra theory and implementation/2. Vectors/12. Code challenge is the dot product commutative.mp4 28MB
  101. Complete linear algebra theory and implementation/8. Matrix determinant/4. Determinant of a 2x2 matrix.mp4 27MB
  102. Complete linear algebra theory and implementation/5. Matrix rank/10. Code challenge rank of multiplied and summed matrices.mp4 27MB
  103. Complete linear algebra theory and implementation/6. Matrix spaces/6. Dimensions of columnrownull spaces.mp4 27MB
  104. Complete linear algebra theory and implementation/9. Matrix inverse/3. Inverse of a 2x2 matrix.mp4 27MB
  105. Complete linear algebra theory and implementation/7. Solving systems of equations/5. Echelon form and pivots.mp4 26MB
  106. Complete linear algebra theory and implementation/2. Vectors/20. Subspaces vs. subsets.mp4 26MB
  107. Complete linear algebra theory and implementation/12. Eigendecomposition/5. Code challenge eigenvalues of diagonal and triangular matrices.mp4 26MB
  108. Complete linear algebra theory and implementation/4. Matrix multiplications/4. Code challenge matrix multiplication by layering.mp4 25MB
  109. Complete linear algebra theory and implementation/5. Matrix rank/12. Code challenge is this vector in the span of this set.mp4 25MB
  110. Complete linear algebra theory and implementation/8. Matrix determinant/3. Code challenge determinant of small and large singular matrices.mp4 25MB
  111. Complete linear algebra theory and implementation/12. Eigendecomposition/15. Code challenge trace and determinant, eigenvalues sum and product.mp4 24MB
  112. Complete linear algebra theory and implementation/2. Vectors/6. Vector length.mp4 23MB
  113. Complete linear algebra theory and implementation/1. Introductions/4. Using Jupyter online for Python code (no installation necessary!).mp4 23MB
  114. Complete linear algebra theory and implementation/1. Introductions/3. How best to learn from this course.mp4 23MB
  115. Complete linear algebra theory and implementation/3. Introduction to matrices/12. Diagonal and trace.mp4 22MB
  116. Complete linear algebra theory and implementation/2. Vectors/16. Interpreting and creating unit vectors.mp4 22MB
  117. Complete linear algebra theory and implementation/4. Matrix multiplications/10. Additive and multiplicative matrix identities.mp4 21MB
  118. Complete linear algebra theory and implementation/8. Matrix determinant/7. Find matrix values for a given determinant.mp4 21MB
  119. Complete linear algebra theory and implementation/6. Matrix spaces/3. Row space of a matrix.mp4 19MB
  120. Complete linear algebra theory and implementation/3. Introduction to matrices/6. Matrix addition and subtraction.mp4 19MB
  121. Complete linear algebra theory and implementation/3. Introduction to matrices/8. Code challenge is matrix-scalar multiplication a linear operation.mp4 18MB
  122. Complete linear algebra theory and implementation/1. Introductions/5. Leaving reviews, course coupons.mp4 18MB
  123. Complete linear algebra theory and implementation/5. Matrix rank/7. Code challenge reduced-rank matrix via multiplication.mp4 17MB
  124. Complete linear algebra theory and implementation/12. Eigendecomposition/14. Eigendecomposition of singular matrices.mp4 16MB
  125. Complete linear algebra theory and implementation/4. Matrix multiplications/18. What about matrix division.mp4 15MB
  126. Complete linear algebra theory and implementation/4. Matrix multiplications/16. Code challenge standard and Hadamard multiplication for diagonal matrices.mp4 14MB
  127. Complete linear algebra theory and implementation/9. Matrix inverse/8. Proof the inverse is unique.mp4 14MB
  128. Complete linear algebra theory and implementation/10. Projections and orthogonalization/8. Matrix inverse via QR decomposition.mp4 13MB
  129. Complete linear algebra theory and implementation/9. Matrix inverse/10. Code challenge pseudoinverse of invertible matrices.mp4 13MB
  130. Complete linear algebra theory and implementation/4. Matrix multiplications/5. Matrix multiplication with a diagonal matrix.mp4 13MB
  131. Complete linear algebra theory and implementation/4. Matrix multiplications/12. Hadamard (element-wise) multiplication.mp4 9MB
  132. Complete linear algebra theory and implementation/12. Eigendecomposition/4. Shortcut for eigenvalues of a 2x2 matrix.mp4 9MB
  133. Complete linear algebra theory and implementation/3. Introduction to matrices/7. Matrix-scalar multiplication.mp4 8MB
  134. Complete linear algebra theory and implementation/3. Introduction to matrices/10. Complex matrices.mp4 7MB
  135. Complete linear algebra theory and implementation/2. Vectors/1.1 linalg_vectors.zip.zip 345KB
  136. Complete linear algebra theory and implementation/13. Singular value decomposition/1.1 linalg_svd.zip.zip 331KB
  137. Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/1.1 linalg_leastsquares.zip.zip 315KB
  138. Complete linear algebra theory and implementation/12. Eigendecomposition/1.1 linalg_eig.zip.zip 303KB
  139. Complete linear algebra theory and implementation/10. Projections and orthogonalization/1.1 linalg_projorth.zip.zip 288KB
  140. Complete linear algebra theory and implementation/14. Quadratic form and definiteness/1.1 linalg_quadformDefinite.zip.zip 264KB
  141. Complete linear algebra theory and implementation/9. Matrix inverse/1.1 linalg_inverse.zip.zip 226KB
  142. Complete linear algebra theory and implementation/4. Matrix multiplications/1.1 linalg_matrixMult.zip.zip 214KB
  143. Complete linear algebra theory and implementation/7. Solving systems of equations/1.1 linalg_systems.zip.zip 211KB
  144. Complete linear algebra theory and implementation/6. Matrix spaces/1.1 linalg_matrixSpaces.zip.zip 211KB
  145. Complete linear algebra theory and implementation/5. Matrix rank/1.1 linalg_matrixRank.zip.zip 180KB
  146. Complete linear algebra theory and implementation/3. Introduction to matrices/1.1 linalg_matrices.zip.zip 166KB
  147. Complete linear algebra theory and implementation/8. Matrix determinant/1.1 linalg_matrixDet.pdf.pdf 138KB
  148. Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/8. Least-squares application 2.vtt 20KB
  149. Complete linear algebra theory and implementation/9. Matrix inverse/5. Computing the inverse via row reduction.vtt 19KB
  150. Complete linear algebra theory and implementation/14. Quadratic form and definiteness/7. Application of the normalized quadratic form PCA.vtt 18KB
  151. Complete linear algebra theory and implementation/12. Eigendecomposition/10. Matrix powers via diagonalization.vtt 17KB
  152. Complete linear algebra theory and implementation/6. Matrix spaces/2. Column space of a matrix.vtt 17KB
  153. Complete linear algebra theory and implementation/2. Vectors/23. Linear independence.vtt 17KB
  154. Complete linear algebra theory and implementation/10. Projections and orthogonalization/7. Gram-Schmidt and QR decomposition.vtt 17KB
  155. Complete linear algebra theory and implementation/12. Eigendecomposition/3. Finding eigenvalues.vtt 17KB
  156. Complete linear algebra theory and implementation/2. Vectors/19. Subspaces.vtt 16KB
  157. Complete linear algebra theory and implementation/7. Solving systems of equations/2. Systems of equations algebra and geometry.vtt 16KB
  158. Complete linear algebra theory and implementation/12. Eigendecomposition/13. Eigendecomposition of symmetric matrices.vtt 16KB
  159. Complete linear algebra theory and implementation/2. Vectors/8. Dot product geometry sign and orthogonality.vtt 16KB
  160. Complete linear algebra theory and implementation/10. Projections and orthogonalization/3. Projections in R^N.vtt 15KB
  161. Complete linear algebra theory and implementation/7. Solving systems of equations/6. Reduced row echelon form.vtt 15KB
  162. Complete linear algebra theory and implementation/12. Eigendecomposition/2. What are eigenvalues and eigenvectors.vtt 15KB
  163. Complete linear algebra theory and implementation/10. Projections and orthogonalization/6. Orthogonal matrices.vtt 15KB
  164. Complete linear algebra theory and implementation/9. Matrix inverse/7. Left inverse and right inverse.vtt 15KB
  165. Complete linear algebra theory and implementation/6. Matrix spaces/4. Null space and left null space of a matrix.vtt 15KB
  166. Complete linear algebra theory and implementation/4. Matrix multiplications/9. 2D transformation matrices.vtt 15KB
  167. Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/2. Introduction to least-squares.vtt 15KB
  168. Complete linear algebra theory and implementation/5. Matrix rank/4. Computing rank theory and practice.vtt 14KB
  169. Complete linear algebra theory and implementation/8. Matrix determinant/6. Code challenge determinant of shifted matrices.vtt 14KB
  170. Complete linear algebra theory and implementation/13. Singular value decomposition/2. Singular value decomposition (SVD).vtt 14KB
  171. Complete linear algebra theory and implementation/13. Singular value decomposition/3. Code challenge SVD vs. eigendecomposition for square symmetric matrices.vtt 14KB
  172. Complete linear algebra theory and implementation/7. Solving systems of equations/4. Gaussian elimination.vtt 13KB
  173. Complete linear algebra theory and implementation/13. Singular value decomposition/5. Spectral theory of matrices.vtt 13KB
  174. Complete linear algebra theory and implementation/12. Eigendecomposition/7. Finding eigenvectors.vtt 13KB
  175. Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/7. Least-squares application 1.vtt 13KB
  176. Complete linear algebra theory and implementation/9. Matrix inverse/2. Matrix inverse Concept and applications.vtt 13KB
  177. Complete linear algebra theory and implementation/14. Quadratic form and definiteness/2. The quadratic form in algebra.vtt 13KB
  178. Complete linear algebra theory and implementation/12. Eigendecomposition/12. Eigenvectors of repeated eigenvalues.vtt 13KB
  179. Complete linear algebra theory and implementation/14. Quadratic form and definiteness/3. The quadratic form in geometry.vtt 13KB
  180. Complete linear algebra theory and implementation/13. Singular value decomposition/10. Code challenge Create matrix with desired condition number.vtt 13KB
  181. Complete linear algebra theory and implementation/4. Matrix multiplications/11. Additive and multiplicative symmetric matrices.vtt 13KB
  182. Complete linear algebra theory and implementation/13. Singular value decomposition/7. Convert singular values to percent variance.vtt 13KB
  183. Complete linear algebra theory and implementation/5. Matrix rank/5. Rank of added and multiplied matrices.vtt 13KB
  184. Complete linear algebra theory and implementation/8. Matrix determinant/5. Determinant of a 3x3 matrix.vtt 13KB
  185. Complete linear algebra theory and implementation/10. Projections and orthogonalization/4. Orthogonal and parallel vector components.vtt 12KB
  186. Complete linear algebra theory and implementation/9. Matrix inverse/4. The MCA algorithm to compute the inverse.vtt 12KB
  187. Complete linear algebra theory and implementation/12. Eigendecomposition/8. Eigendecomposition by hand two examples.vtt 12KB
  188. Complete linear algebra theory and implementation/2. Vectors/2. Algebraic and geometric interpretations of vectors.vtt 12KB
  189. Complete linear algebra theory and implementation/14. Quadratic form and definiteness/5. Code challenge Visualize the normalized quadratic form.vtt 12KB
  190. Complete linear algebra theory and implementation/2. Vectors/21. Span.vtt 12KB
  191. Complete linear algebra theory and implementation/12. Eigendecomposition/16. Generalized eigendecomposition.vtt 12KB
  192. Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/5. Least-squares via row-reduction.vtt 12KB
  193. Complete linear algebra theory and implementation/6. Matrix spaces/7. Example of the four subspaces.vtt 12KB
  194. Complete linear algebra theory and implementation/5. Matrix rank/2. Rank concepts, terms, and applications.vtt 11KB
  195. Complete linear algebra theory and implementation/13. Singular value decomposition/6. SVD for low-rank approximations.vtt 11KB
  196. Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/3. Least-squares via left inverse.vtt 11KB
  197. Complete linear algebra theory and implementation/4. Matrix multiplications/3. Four ways to think about matrix multiplication.vtt 11KB
  198. Complete linear algebra theory and implementation/12. Eigendecomposition/9. Diagonalization.vtt 11KB
  199. Complete linear algebra theory and implementation/14. Quadratic form and definiteness/8. Quadratic form of generalized eigendecomposition.vtt 11KB
  200. Complete linear algebra theory and implementation/2. Vectors/15. Hermitian transpose (a.k.a. conjugate transpose).vtt 11KB
  201. Complete linear algebra theory and implementation/2. Vectors/24. Basis.vtt 11KB
  202. Complete linear algebra theory and implementation/10. Projections and orthogonalization/2. Projections in R^2.vtt 11KB
  203. Complete linear algebra theory and implementation/3. Introduction to matrices/4. A zoo of matrices.vtt 11KB
  204. Complete linear algebra theory and implementation/2. Vectors/11. Code challenge dot product sign and scalar multiplication.vtt 10KB
  205. Complete linear algebra theory and implementation/13. Singular value decomposition/8. SVD, matrix inverse, and pseudoinverse.vtt 10KB
  206. Complete linear algebra theory and implementation/5. Matrix rank/8. Rank of A^TA and AA^T.vtt 10KB
  207. Complete linear algebra theory and implementation/2. Vectors/5. Vector-vector multiplication the dot product.vtt 10KB
  208. Complete linear algebra theory and implementation/4. Matrix multiplications/7. Matrix-vector multiplication.vtt 10KB
  209. Complete linear algebra theory and implementation/9. Matrix inverse/6. Code challenge inverse of a diagonal matrix.vtt 10KB
  210. Complete linear algebra theory and implementation/2. Vectors/17. Code challenge dot products with unit vectors.vtt 10KB
  211. Complete linear algebra theory and implementation/12. Eigendecomposition/11. Eigenvectors of distinct eigenvalues.vtt 10KB
  212. Complete linear algebra theory and implementation/4. Matrix multiplications/14. Code challenge symmetry of combined symmetric matrices.vtt 9KB
  213. Complete linear algebra theory and implementation/7. Solving systems of equations/7. Code challenge RREF of matrices with different sizes and ranks.vtt 9KB
  214. Complete linear algebra theory and implementation/13. Singular value decomposition/9. Condition number of a matrix.vtt 9KB
  215. Complete linear algebra theory and implementation/2. Vectors/14. Vectors with complex numbers.vtt 9KB
  216. Complete linear algebra theory and implementation/10. Projections and orthogonalization/5. Code challenge decompose vector to orthogonal components.vtt 9KB
  217. Complete linear algebra theory and implementation/2. Vectors/18. Dimensions and fields in linear algebra.vtt 9KB
  218. Complete linear algebra theory and implementation/14. Quadratic form and definiteness/9. Matrix definiteness, geometry, and eigenvalues.vtt 9KB
  219. Complete linear algebra theory and implementation/4. Matrix multiplications/17. Frobenius dot product.vtt 9KB
  220. Complete linear algebra theory and implementation/9. Matrix inverse/9. Pseudo-inverse, part 1.vtt 9KB
  221. Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/4. Least-squares via orthogonal projection.vtt 9KB
  222. Complete linear algebra theory and implementation/7. Solving systems of equations/8. Matrix spaces after row reduction.vtt 9KB
  223. Complete linear algebra theory and implementation/2. Vectors/4. Vector-scalar multiplication.vtt 9KB
  224. Complete linear algebra theory and implementation/7. Solving systems of equations/5. Echelon form and pivots.vtt 8KB
  225. Complete linear algebra theory and implementation/3. Introduction to matrices/2. Matrix terminology and dimensionality.vtt 8KB
  226. Complete linear algebra theory and implementation/5. Matrix rank/11. Making a matrix full-rank by shifting.vtt 8KB
  227. Complete linear algebra theory and implementation/13. Singular value decomposition/4. SVD and the four subspaces.vtt 8KB
  228. Complete linear algebra theory and implementation/10. Projections and orthogonalization/9. Code challenge Inverse via QR.vtt 8KB
  229. Complete linear algebra theory and implementation/4. Matrix multiplications/15. Multiplication of two symmetric matrices.vtt 8KB
  230. Complete linear algebra theory and implementation/4. Matrix multiplications/6. Order-of-operations on matrices.vtt 8KB
  231. Complete linear algebra theory and implementation/2. Vectors/12. Code challenge is the dot product commutative.vtt 8KB
  232. Complete linear algebra theory and implementation/8. Matrix determinant/4. Determinant of a 2x2 matrix.vtt 8KB
  233. Complete linear algebra theory and implementation/4. Matrix multiplications/2. Introduction to standard matrix multiplication.vtt 8KB
  234. Complete linear algebra theory and implementation/8. Matrix determinant/2. Determinant concept and applications.vtt 8KB
  235. Complete linear algebra theory and implementation/1. Introductions/1. What is linear algebra.vtt 8KB
  236. Complete linear algebra theory and implementation/5. Matrix rank/10. Code challenge rank of multiplied and summed matrices.vtt 8KB
  237. Complete linear algebra theory and implementation/6. Matrix spaces/8. More on Ax=b and Ax=0.vtt 8KB
  238. Complete linear algebra theory and implementation/2. Vectors/3. Vector addition and subtraction.vtt 8KB
  239. Complete linear algebra theory and implementation/5. Matrix rank/9. Code challenge scalar multiplication and rank.vtt 8KB
  240. Complete linear algebra theory and implementation/6. Matrix spaces/5. Columnleft-null and rownull spaces are orthogonal.vtt 7KB
  241. Complete linear algebra theory and implementation/11. Least-squares for model-fitting in statistics/6. Model-predicted values and residuals.vtt 7KB
  242. Complete linear algebra theory and implementation/2. Vectors/13. Outer product.vtt 7KB
  243. Complete linear algebra theory and implementation/3. Introduction to matrices/9. Transpose.vtt 7KB
  244. Complete linear algebra theory and implementation/12. Eigendecomposition/6. Code challenge eigenvalues of random matrices.vtt 7KB
  245. Complete linear algebra theory and implementation/3. Introduction to matrices/13. Code challenge linearity of trace.vtt 7KB
  246. Complete linear algebra theory and implementation/14. Quadratic form and definiteness/4. The normalized quadratic form.vtt 7KB
  247. Complete linear algebra theory and implementation/14. Quadratic form and definiteness/10. Proof A^TA is always positive (semi)definite.vtt 7KB
  248. Complete linear algebra theory and implementation/8. Matrix determinant/3. Code challenge determinant of small and large singular matrices.vtt 7KB
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  252. Complete linear algebra theory and implementation/1. Introductions/2. Linear algebra applications.vtt 6KB
  253. Complete linear algebra theory and implementation/14. Quadratic form and definiteness/6. Eigenvectors and the quadratic form surface.vtt 6KB
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  273. Complete linear algebra theory and implementation/9. Matrix inverse/10. Code challenge pseudoinverse of invertible matrices.vtt 3KB
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