Coursera Linear Algebra for Data Science Using Python Specialization

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Files

1. Get Bonus Downloads Here.url180 bytes
2. Bonus Resources.txt386 bytes
3. 01_introduction-to-specialization.en.srt6.1 KB
4. 01_introduction-to-specialization.en.txt3.2 KB
5. 01_introduction-to-specialization.mp422.5 MB
6. 02_course-introduction.en.srt3.9 KB
7. 02_course-introduction.en.txt2.1 KB
8. 02_course-introduction.mp418.1 MB
9. 03_instructor-introduction.en.srt4.4 KB
10. 03_instructor-introduction.en.txt2.8 KB
11. 03_instructor-introduction.mp419.2 MB
12. 01_introduction-to-capstone-project.en.srt2.7 KB
13. 01_introduction-to-capstone-project.en.txt1.4 KB
14. 01_introduction-to-capstone-project.mp43.5 MB
15. 01_task-1-use-data-wrangling-on-your-dataset.en.srt9.6 KB
16. 01_task-1-use-data-wrangling-on-your-dataset.en.txt4.9 KB
17. 01_task-1-use-data-wrangling-on-your-dataset.mp418.5 MB
18. 01_task-2-use-principal-component-analysis-pca-to-reduce-the-number-of-dimensions.en.srt6.1 KB
19. 01_task-2-use-principal-component-analysis-pca-to-reduce-the-number-of-dimensions.en.txt3.5 KB
20. 01_task-2-use-principal-component-analysis-pca-to-reduce-the-number-of-dimensions.mp413.0 MB
21. 01_task-3-run-a-regression-model.en.srt2.9 KB
22. 01_task-3-run-a-regression-model.en.txt1.5 KB
23. 01_task-3-run-a-regression-model.mp44.3 MB
24. 02_real-world-problem-using-linear-regression-modeling-part-1.en.srt7.5 KB
25. 02_real-world-problem-using-linear-regression-modeling-part-1.en.txt4.4 KB
26. 02_real-world-problem-using-linear-regression-modeling-part-1.mp415.8 MB
27. 01_task-4-interpreting-results-from-a-linear-regression-model.en.srt7.6 KB
28. 01_task-4-interpreting-results-from-a-linear-regression-model.en.txt3.9 KB
29. 01_task-4-interpreting-results-from-a-linear-regression-model.mp415.2 MB
30. 02_real-world-problem-using-linear-regression-modeling-part-ii.en.srt5.1 KB
31. 02_real-world-problem-using-linear-regression-modeling-part-ii.en.txt3.1 KB
32. 02_real-world-problem-using-linear-regression-modeling-part-ii.mp412.3 MB
33. 01_how-to-combine-tasks-1-4-to-make-your-capstone-project.en.srt3.2 KB
34. 01_how-to-combine-tasks-1-4-to-make-your-capstone-project.en.txt1.9 KB
35. 01_how-to-combine-tasks-1-4-to-make-your-capstone-project.mp44.8 MB
36. 01_specialization-introduction.en.srt6.1 KB
37. 01_specialization-introduction.en.txt3.2 KB
38. 01_specialization-introduction.mp422.5 MB
39. 02_course-introduction.en.srt4.6 KB
40. 02_course-introduction.en.txt2.9 KB
41. 02_course-introduction.mp416.8 MB
42. 03_instrutor-introduction.en.srt5.3 KB
43. 03_instrutor-introduction.en.txt2.8 KB
44. 03_instrutor-introduction.mp419.2 MB
45. 01_review-of-linear-equations.en.srt5.3 KB
46. 01_review-of-linear-equations.en.txt2.8 KB
47. 01_review-of-linear-equations.mp45.7 MB
48. 02_determinants.en.srt7.9 KB
49. 02_determinants.en.txt4.7 KB
50. 02_determinants.mp49.8 MB
51. 03_find-the-determinant-of-any-matrix-using-python.en.srt8.1 KB
52. 03_find-the-determinant-of-any-matrix-using-python.en.txt4.3 KB
53. 03_find-the-determinant-of-any-matrix-using-python.mp410.3 MB
54. 01_inverse-of-a-2-x-2-matrix.en.srt6.3 KB
55. 01_inverse-of-a-2-x-2-matrix.en.txt3.3 KB
56. 01_inverse-of-a-2-x-2-matrix.mp46.6 MB
57. 02_inverses-of-a-3-x-3-matrix.en.srt7.7 KB
58. 02_inverses-of-a-3-x-3-matrix.en.txt4.1 KB
59. 02_inverses-of-a-3-x-3-matrix.mp48.0 MB
60. 01_review-of-matrix-arithmetic.en.srt8.0 KB
61. 01_review-of-matrix-arithmetic.en.txt4.0 KB
62. 01_review-of-matrix-arithmetic.mp48.5 MB
63. 02_review-matrix-algebra-in-python.mp412.8 MB
64. 03_using-python-to-find-the-transpose-of-a-matrix.en.srt5.9 KB
65. 03_using-python-to-find-the-transpose-of-a-matrix.en.txt2.9 KB
66. 03_using-python-to-find-the-transpose-of-a-matrix.mp48.6 MB
67. 04_using-python-to-find-the-inverse-of-a-matrix.en.srt6.6 KB
68. 04_using-python-to-find-the-inverse-of-a-matrix.en.txt3.4 KB
69. 04_using-python-to-find-the-inverse-of-a-matrix.mp413.0 MB
70. 06_using-matrix-algebra-in-python.en.srt10.8 KB
71. 06_using-matrix-algebra-in-python.en.txt5.5 KB
72. 06_using-matrix-algebra-in-python.mp416.9 MB
73. 01_row-reduction-infinitely-many-solutions.en.srt8.6 KB
74. 01_row-reduction-infinitely-many-solutions.en.txt4.3 KB
75. 01_row-reduction-infinitely-many-solutions.mp411.3 MB
76. 02_row-reduction-no-solutions.en.srt6.2 KB
77. 02_row-reduction-no-solutions.en.txt3.4 KB
78. 02_row-reduction-no-solutions.mp49.1 MB
79. 03_finding-inverses-of-a-higher-dimension-matrices.en.srt11.1 KB
80. 03_finding-inverses-of-a-higher-dimension-matrices.en.txt5.6 KB
81. 03_finding-inverses-of-a-higher-dimension-matrices.mp422.7 MB
82. 01_solving-systems-using-the-inverse.en.srt6.9 KB
83. 01_solving-systems-using-the-inverse.en.txt4.2 KB
84. 01_solving-systems-using-the-inverse.mp48.0 MB
85. 02_cramers-rule.en.srt5.3 KB
86. 02_cramers-rule.en.txt2.7 KB
87. 02_cramers-rule.mp47.2 MB
88. 01_linear-transformations.en.srt4.5 KB
89. 01_linear-transformations.en.txt2.8 KB
90. 01_linear-transformations.mp45.5 MB
91. 02_examples-of-linear-transformations.en.srt7.4 KB
92. 02_examples-of-linear-transformations.en.txt4.5 KB
93. 02_examples-of-linear-transformations.mp49.2 MB
94. 03_matrix-representations-of-transformations.en.srt8.0 KB
95. 03_matrix-representations-of-transformations.en.txt4.1 KB
96. 03_matrix-representations-of-transformations.mp48.5 MB
97. 01_eigenvalues.en.srt8.2 KB
98. 01_eigenvalues.en.txt4.1 KB
99. 01_eigenvalues.mp48.6 MB
100. 02_finding-eigenvalues.en.srt9.3 KB
101. 02_finding-eigenvalues.en.txt5.7 KB
102. 02_finding-eigenvalues.mp49.9 MB
103. 03_eigenspace.en.srt7.1 KB
104. 03_eigenspace.en.txt3.7 KB
105. 03_eigenspace.mp47.3 MB
106. 04_diagonalizable-matrix.en.srt10.4 KB
107. 04_diagonalizable-matrix.en.txt6.3 KB
108. 04_diagonalizable-matrix.mp411.9 MB
109. 05_diagonalizable-matrices-ii.en.srt10.1 KB
110. 05_diagonalizable-matrices-ii.en.txt5.0 KB
111. 05_diagonalizable-matrices-ii.mp416.9 MB
112. 06_diagonalization-of-a-matrix-using-python.en.srt3.4 KB
113. 06_diagonalization-of-a-matrix-using-python.en.txt1.8 KB
114. 06_diagonalization-of-a-matrix-using-python.mp44.7 MB
115. 01_real-world-examples.en.srt14.6 KB
116. 01_real-world-examples.en.txt7.5 KB
117. 01_real-world-examples.mp417.6 MB
118. 02_more-real-world-examples-pca-step-by-step.en.srt19.7 KB
119. 02_more-real-world-examples-pca-step-by-step.en.txt11.5 KB
120. 02_more-real-world-examples-pca-step-by-step.mp447.4 MB
121. 02_introduction-to-linear-algebra-for-data-science-using-python-specialization.en.srt6.1 KB
122. 02_introduction-to-linear-algebra-for-data-science-using-python-specialization.en.txt3.2 KB
123. 02_introduction-to-linear-algebra-for-data-science-using-python-specialization.mp422.6 MB
124. 03_introduction-to-linear-algebra-and-python.en.srt3.8 KB
125. 03_introduction-to-linear-algebra-and-python.en.txt2.0 KB
126. 03_introduction-to-linear-algebra-and-python.mp410.1 MB
127. 04_introduction-to-instructors.en.srt4.6 KB
128. 04_introduction-to-instructors.en.txt2.8 KB
129. 04_introduction-to-instructors.mp419.4 MB
130. 01_installing-the-version-control-system-git-bash.en.srt6.0 KB
131. 01_installing-the-version-control-system-git-bash.en.txt3.1 KB
132. 01_installing-the-version-control-system-git-bash.mp47.2 MB
133. 03_installing-git-bash-for-a-mac.en.srt4.5 KB
134. 03_installing-git-bash-for-a-mac.en.txt2.8 KB
135. 03_installing-git-bash-for-a-mac.mp46.4 MB
136. 04_installing-jupyter-notebook-via-anaconda.en.srt5.4 KB
137. 04_installing-jupyter-notebook-via-anaconda.en.txt3.2 KB
138. 04_installing-jupyter-notebook-via-anaconda.mp48.2 MB
139. 05_opening-a-jupyter-notebook.en.srt8.2 KB
140. 05_opening-a-jupyter-notebook.en.txt4.8 KB
141. 05_opening-a-jupyter-notebook.mp412.2 MB
142. 07_how-to-document-your-code.en.srt8.0 KB
143. 07_how-to-document-your-code.en.txt4.1 KB
144. 07_how-to-document-your-code.mp411.6 MB
145. 10_introduction-to-matrices.en.srt5.4 KB
146. 10_introduction-to-matrices.en.txt3.2 KB
147. 10_introduction-to-matrices.mp46.6 MB
148. 12_introduction-to-matrices-in-python-using-numpy.en.srt8.5 KB
149. 12_introduction-to-matrices-in-python-using-numpy.en.txt4.3 KB
150. 12_introduction-to-matrices-in-python-using-numpy.mp49.3 MB
151. 13_introduction-to-matrices-in-python-using-sympy.en.srt7.7 KB
152. 13_introduction-to-matrices-in-python-using-sympy.en.txt4.0 KB
153. 13_introduction-to-matrices-in-python-using-sympy.mp49.0 MB
154. 14_how-is-linear-algebra-used-to-solve-problems.en.srt5.5 KB
155. 14_how-is-linear-algebra-used-to-solve-problems.en.txt2.9 KB
156. 14_how-is-linear-algebra-used-to-solve-problems.mp418.0 MB
157. 01_using-graphs-in-python-to-model-data.en.srt11.5 KB
158. 01_using-graphs-in-python-to-model-data.en.txt6.5 KB
159. 01_using-graphs-in-python-to-model-data.mp414.2 MB
160. 02_doing-more-with-graphs-in-python-to-model-data-part-1.en.srt8.9 KB
161. 02_doing-more-with-graphs-in-python-to-model-data-part-1.en.txt5.4 KB
162. 02_doing-more-with-graphs-in-python-to-model-data-part-1.mp417.1 MB
163. 03_doing-more-with-graphs-in-python-to-model-data-part-2-data-visualizations.en.srt6.4 KB
164. 03_doing-more-with-graphs-in-python-to-model-data-part-2-data-visualizations.en.txt3.8 KB
165. 03_doing-more-with-graphs-in-python-to-model-data-part-2-data-visualizations.mp410.7 MB
166. 01_introduction-to-linear-algebra-functions-in-python.en.srt7.4 KB
167. 01_introduction-to-linear-algebra-functions-in-python.en.txt3.8 KB
168. 01_introduction-to-linear-algebra-functions-in-python.mp411.7 MB
169. 02_using-matrices-in-python.en.srt7.6 KB
170. 02_using-matrices-in-python.en.txt3.8 KB
171. 02_using-matrices-in-python.mp49.7 MB
172. 03_solving-linear-equations-using-python.en.srt7.3 KB
173. 03_solving-linear-equations-using-python.en.txt4.5 KB
174. 03_solving-linear-equations-using-python.mp411.8 MB
175. 01_matrix-addition.en.srt6.0 KB
176. 01_matrix-addition.en.txt3.1 KB
177. 01_matrix-addition.mp47.2 MB
178. 02_matrix-multiplication.en.srt7.9 KB
179. 02_matrix-multiplication.en.txt4.7 KB
180. 02_matrix-multiplication.mp410.4 MB
181. 03_a-practical-example-of-matrix-multiplication.en.srt3.7 KB
182. 03_a-practical-example-of-matrix-multiplication.en.txt2.0 KB
183. 03_a-practical-example-of-matrix-multiplication.mp43.9 MB
184. 04_using-matrix-algebra-in-python.en.srt10.9 KB
185. 04_using-matrix-algebra-in-python.en.txt5.6 KB
186. 04_using-matrix-algebra-in-python.mp416.8 MB
187. 01_systems-of-linear-equations.en.srt5.5 KB
188. 01_systems-of-linear-equations.en.txt2.9 KB
189. 01_systems-of-linear-equations.mp46.0 MB
190. 02_row-echelon-form-and-augmented-matrices.en.srt11.5 KB
191. 02_row-echelon-form-and-augmented-matrices.en.txt5.9 KB
192. 02_row-echelon-form-and-augmented-matrices.mp411.0 MB
193. 03_elementary-row-operations-and-row-equivalent-matrices.en.srt5.4 KB
194. 03_elementary-row-operations-and-row-equivalent-matrices.en.txt3.3 KB
195. 03_elementary-row-operations-and-row-equivalent-matrices.mp46.2 MB
196. 04_gaussian-elimination-row-reduction.en.srt12.0 KB
197. 04_gaussian-elimination-row-reduction.en.txt6.1 KB
198. 04_gaussian-elimination-row-reduction.mp410.2 MB
199. 05_vector-equations.en.srt6.0 KB
200. 05_vector-equations.en.txt3.1 KB
201. 05_vector-equations.mp46.3 MB
202. 01_solving-vector-equations.en.srt7.0 KB
203. 01_solving-vector-equations.en.txt3.8 KB
204. 01_solving-vector-equations.mp49.3 MB
205. 02_practical-applications-of-a-linear-function-model.en.srt7.1 KB
206. 02_practical-applications-of-a-linear-function-model.en.txt3.9 KB
207. 02_practical-applications-of-a-linear-function-model.mp410.0 MB
208. 01_introduction-to-a-sample-data-set.en.srt6.2 KB
209. 01_introduction-to-a-sample-data-set.en.txt3.2 KB
210. 01_introduction-to-a-sample-data-set.mp49.7 MB
211. 02_working-through-a-sample-data-set-using-vector-equations-part-1.en.srt5.2 KB
212. 02_working-through-a-sample-data-set-using-vector-equations-part-1.en.txt2.8 KB
213. 02_working-through-a-sample-data-set-using-vector-equations-part-1.mp46.2 MB
214. 03_working-through-a-sample-data-set-using-vector-equations-part-2.en.srt9.5 KB
215. 03_working-through-a-sample-data-set-using-vector-equations-part-2.en.txt4.9 KB
216. 03_working-through-a-sample-data-set-using-vector-equations-part-2.mp415.4 MB
217. 04_real-world-applications-ice-cream-sales.en.srt6.6 KB
218. 04_real-world-applications-ice-cream-sales.en.txt3.4 KB
219. 04_real-world-applications-ice-cream-sales.mp410.1 MB
220. 01_introduction-to-specialization.en.srt6.1 KB
221. 01_introduction-to-specialization.en.txt3.2 KB
222. 01_introduction-to-specialization.mp422.5 MB
223. 02_course-introduction.en.srt5.0 KB
224. 02_course-introduction.en.txt3.2 KB
225. 02_course-introduction.mp423.8 MB
226. 03_instructor-introduction.en.srt4.5 KB
227. 03_instructor-introduction.en.txt2.8 KB
228. 03_instructor-introduction.mp419.2 MB
229. 01_what-is-regression-analysis.en.srt5.8 KB
230. 01_what-is-regression-analysis.en.txt3.0 KB
231. 01_what-is-regression-analysis.mp46.4 MB
232. 02_different-types-of-regression-models.en.srt8.1 KB
233. 02_different-types-of-regression-models.en.txt4.3 KB
234. 02_different-types-of-regression-models.mp412.4 MB
235. 03_regression-models-in-the-real-world.en.srt4.1 KB
236. 03_regression-models-in-the-real-world.en.txt2.6 KB
237. 03_regression-models-in-the-real-world.mp45.4 MB
238. 01_introduction-to-the-method-of-least-squares.en.srt3.3 KB
239. 01_introduction-to-the-method-of-least-squares.en.txt1.7 KB
240. 01_introduction-to-the-method-of-least-squares.mp45.9 MB
241. 02_introduction-to-the-method-of-linear-regression-models.en.srt8.4 KB
242. 02_introduction-to-the-method-of-linear-regression-models.en.txt4.4 KB
243. 02_introduction-to-the-method-of-linear-regression-models.mp412.4 MB
244. 01_applying-the-method-of-least-squares.en.srt7.4 KB
245. 01_applying-the-method-of-least-squares.en.txt3.9 KB
246. 01_applying-the-method-of-least-squares.mp411.5 MB
247. 01_minimizing-the-error.en.srt7.8 KB
248. 01_minimizing-the-error.en.txt4.1 KB
249. 01_minimizing-the-error.mp47.9 MB
250. 01_what-is-linear-regression.en.srt5.4 KB
251. 01_what-is-linear-regression.en.txt2.8 KB
252. 01_what-is-linear-regression.mp49.3 MB
253. 02_multiple-linear-regressions-in-python.en.srt8.5 KB
254. 02_multiple-linear-regressions-in-python.en.txt5.2 KB
255. 02_multiple-linear-regressions-in-python.mp417.4 MB
256. 01_solving-a-real-world-problem-using-linear-regression-modeling-part-1.en.srt8.2 KB
257. 01_solving-a-real-world-problem-using-linear-regression-modeling-part-1.en.txt4.3 KB
258. 01_solving-a-real-world-problem-using-linear-regression-modeling-part-1.mp415.8 MB
259. 02_solving-a-real-world-problem-using-linear-regression-modeling-part-2.en.srt5.6 KB
260. 02_solving-a-real-world-problem-using-linear-regression-modeling-part-2.en.txt3.0 KB
261. 02_solving-a-real-world-problem-using-linear-regression-modeling-part-2.mp412.4 MB

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