CourseBoat com Coursera - Linear Algebra for Data Science Using Python Specialization

1. ~Get Your Files Here !/capstone-a-data-science-problem-in-linear-algebra-framework/01_introduction-to-specialization-and-course/01_introduction-to-specialization-and-course/01_introduction-to-specialization.mp422.51MB
2. ~Get Your Files Here !/capstone-a-data-science-problem-in-linear-algebra-framework/01_introduction-to-specialization-and-course/01_introduction-to-specialization-and-course/02_course-introduction.mp418.15MB
3. ~Get Your Files Here !/capstone-a-data-science-problem-in-linear-algebra-framework/01_introduction-to-specialization-and-course/01_introduction-to-specialization-and-course/03_instructor-introduction.mp419.23MB
4. ~Get Your Files Here !/capstone-a-data-science-problem-in-linear-algebra-framework/01_introduction-to-specialization-and-course/02_introduction-to-the-project/01_introduction-to-capstone-project.mp43.46MB
5. ~Get Your Files Here !/capstone-a-data-science-problem-in-linear-algebra-framework/02_data-wrangling-using-the-pca-function/01_task-1-data-wrangling/01_task-1-use-data-wrangling-on-your-dataset.mp418.54MB
6. ~Get Your Files Here !/capstone-a-data-science-problem-in-linear-algebra-framework/02_data-wrangling-using-the-pca-function/02_task-2-use-pca-to-reduce-the-number-of-dimensions/01_task-2-use-principal-component-analysis-pca-to-reduce-the-number-of-dimensions.mp413MB
7. ~Get Your Files Here !/capstone-a-data-science-problem-in-linear-algebra-framework/03_run-your-model-and-interpret-your-results/01_task-3-run-your-regression-model/01_task-3-run-a-regression-model.mp44.31MB
8. ~Get Your Files Here !/capstone-a-data-science-problem-in-linear-algebra-framework/03_run-your-model-and-interpret-your-results/01_task-3-run-your-regression-model/02_real-world-problem-using-linear-regression-modeling-part-1.mp415.77MB
9. ~Get Your Files Here !/capstone-a-data-science-problem-in-linear-algebra-framework/03_run-your-model-and-interpret-your-results/02_task-4-interpret-the-results-from-your-model/01_task-4-interpreting-results-from-a-linear-regression-model.mp415.21MB
10. ~Get Your Files Here !/capstone-a-data-science-problem-in-linear-algebra-framework/03_run-your-model-and-interpret-your-results/02_task-4-interpret-the-results-from-your-model/02_real-world-problem-using-linear-regression-modeling-part-ii.mp412.34MB
11. ~Get Your Files Here !/capstone-a-data-science-problem-in-linear-algebra-framework/04_peer-review-interpreting-results-using-your-model/01_prepare-your-capstone-project/01_how-to-combine-tasks-1-4-to-make-your-capstone-project.mp44.76MB
12. ~Get Your Files Here !/linear-algebra-concepts-python/01_introduction-to-finding-inverses/01_introduction-to-specialization-and-course/01_specialization-introduction.mp422.51MB
13. ~Get Your Files Here !/linear-algebra-concepts-python/01_introduction-to-finding-inverses/01_introduction-to-specialization-and-course/02_course-introduction.mp416.75MB
14. ~Get Your Files Here !/linear-algebra-concepts-python/01_introduction-to-finding-inverses/01_introduction-to-specialization-and-course/03_instrutor-introduction.mp419.23MB
15. ~Get Your Files Here !/linear-algebra-concepts-python/01_introduction-to-finding-inverses/02_determinants/01_review-of-linear-equations.mp45.67MB
16. ~Get Your Files Here !/linear-algebra-concepts-python/01_introduction-to-finding-inverses/02_determinants/02_determinants.mp49.78MB
17. ~Get Your Files Here !/linear-algebra-concepts-python/01_introduction-to-finding-inverses/02_determinants/03_find-the-determinant-of-any-matrix-using-python.mp410.33MB
18. ~Get Your Files Here !/linear-algebra-concepts-python/01_introduction-to-finding-inverses/03_inverses/01_inverse-of-a-2-x-2-matrix.mp46.63MB
19. ~Get Your Files Here !/linear-algebra-concepts-python/01_introduction-to-finding-inverses/03_inverses/02_inverses-of-a-3-x-3-matrix.mp48.04MB
20. ~Get Your Files Here !/linear-algebra-concepts-python/02_introduction-to-matrix-algebra-with-python/01_introduction-to-matrix-algebra-with-python/01_review-of-matrix-arithmetic.mp48.47MB
21. ~Get Your Files Here !/linear-algebra-concepts-python/02_introduction-to-matrix-algebra-with-python/01_introduction-to-matrix-algebra-with-python/02_review-matrix-algebra-in-python.mp412.75MB
22. ~Get Your Files Here !/linear-algebra-concepts-python/02_introduction-to-matrix-algebra-with-python/01_introduction-to-matrix-algebra-with-python/03_using-python-to-find-the-transpose-of-a-matrix.mp48.62MB
23. ~Get Your Files Here !/linear-algebra-concepts-python/02_introduction-to-matrix-algebra-with-python/01_introduction-to-matrix-algebra-with-python/04_using-python-to-find-the-inverse-of-a-matrix.mp413.02MB
24. ~Get Your Files Here !/linear-algebra-concepts-python/02_introduction-to-matrix-algebra-with-python/01_introduction-to-matrix-algebra-with-python/06_using-matrix-algebra-in-python.mp416.92MB
25. ~Get Your Files Here !/linear-algebra-concepts-python/03_solving-systems-of-linear-equations/01_solving-systems-of-linear-equations-using-row-reduction/01_row-reduction-infinitely-many-solutions.mp411.34MB
26. ~Get Your Files Here !/linear-algebra-concepts-python/03_solving-systems-of-linear-equations/01_solving-systems-of-linear-equations-using-row-reduction/02_row-reduction-no-solutions.mp49.08MB
27. ~Get Your Files Here !/linear-algebra-concepts-python/03_solving-systems-of-linear-equations/01_solving-systems-of-linear-equations-using-row-reduction/03_finding-inverses-of-a-higher-dimension-matrices.mp422.75MB
28. ~Get Your Files Here !/linear-algebra-concepts-python/03_solving-systems-of-linear-equations/02_solving-systems-of-linear-equations/01_solving-systems-using-the-inverse.mp47.99MB
29. ~Get Your Files Here !/linear-algebra-concepts-python/03_solving-systems-of-linear-equations/02_solving-systems-of-linear-equations/02_cramers-rule.mp47.22MB
30. ~Get Your Files Here !/linear-algebra-concepts-python/04_eigenvalues-and-eigenvectors/01_define-linear-transformation/01_linear-transformations.mp45.49MB
31. ~Get Your Files Here !/linear-algebra-concepts-python/04_eigenvalues-and-eigenvectors/01_define-linear-transformation/02_examples-of-linear-transformations.mp49.17MB
32. ~Get Your Files Here !/linear-algebra-concepts-python/04_eigenvalues-and-eigenvectors/01_define-linear-transformation/03_matrix-representations-of-transformations.mp48.53MB
33. ~Get Your Files Here !/linear-algebra-concepts-python/04_eigenvalues-and-eigenvectors/02_find-eigenvalues-and-eigenvectors/01_eigenvalues.mp48.56MB
34. ~Get Your Files Here !/linear-algebra-concepts-python/04_eigenvalues-and-eigenvectors/02_find-eigenvalues-and-eigenvectors/02_finding-eigenvalues.mp49.92MB
35. ~Get Your Files Here !/linear-algebra-concepts-python/04_eigenvalues-and-eigenvectors/02_find-eigenvalues-and-eigenvectors/03_eigenspace.mp47.33MB
36. ~Get Your Files Here !/linear-algebra-concepts-python/04_eigenvalues-and-eigenvectors/02_find-eigenvalues-and-eigenvectors/04_diagonalizable-matrix.mp411.92MB
37. ~Get Your Files Here !/linear-algebra-concepts-python/04_eigenvalues-and-eigenvectors/02_find-eigenvalues-and-eigenvectors/05_diagonalizable-matrices-ii.mp416.93MB
38. ~Get Your Files Here !/linear-algebra-concepts-python/04_eigenvalues-and-eigenvectors/02_find-eigenvalues-and-eigenvectors/06_diagonalization-of-a-matrix-using-python.mp44.74MB
39. ~Get Your Files Here !/linear-algebra-concepts-python/04_eigenvalues-and-eigenvectors/03_solving-applications/01_real-world-examples.mp417.55MB
40. ~Get Your Files Here !/linear-algebra-concepts-python/04_eigenvalues-and-eigenvectors/03_solving-applications/02_more-real-world-examples-pca-step-by-step.mp447.4MB
41. ~Get Your Files Here !/linear-algebra-python-intro/01_introduction-to-matrices-and-linear-algebra/01_introduction-to-specialization-and-course/02_introduction-to-linear-algebra-for-data-science-using-python-specialization.mp422.64MB
42. ~Get Your Files Here !/linear-algebra-python-intro/01_introduction-to-matrices-and-linear-algebra/01_introduction-to-specialization-and-course/03_introduction-to-linear-algebra-and-python.mp410.06MB
43. ~Get Your Files Here !/linear-algebra-python-intro/01_introduction-to-matrices-and-linear-algebra/01_introduction-to-specialization-and-course/04_introduction-to-instructors.mp419.36MB
44. ~Get Your Files Here !/linear-algebra-python-intro/01_introduction-to-matrices-and-linear-algebra/02_introduction-to-matrices-and-linear-algebra/01_installing-the-version-control-system-git-bash.mp47.25MB
45. ~Get Your Files Here !/linear-algebra-python-intro/01_introduction-to-matrices-and-linear-algebra/02_introduction-to-matrices-and-linear-algebra/03_installing-git-bash-for-a-mac.mp46.35MB
46. ~Get Your Files Here !/linear-algebra-python-intro/01_introduction-to-matrices-and-linear-algebra/02_introduction-to-matrices-and-linear-algebra/04_installing-jupyter-notebook-via-anaconda.mp48.19MB
47. ~Get Your Files Here !/linear-algebra-python-intro/01_introduction-to-matrices-and-linear-algebra/02_introduction-to-matrices-and-linear-algebra/05_opening-a-jupyter-notebook.mp412.16MB
48. ~Get Your Files Here !/linear-algebra-python-intro/01_introduction-to-matrices-and-linear-algebra/02_introduction-to-matrices-and-linear-algebra/07_how-to-document-your-code.mp411.61MB
49. ~Get Your Files Here !/linear-algebra-python-intro/01_introduction-to-matrices-and-linear-algebra/02_introduction-to-matrices-and-linear-algebra/10_introduction-to-matrices.mp46.56MB
50. ~Get Your Files Here !/linear-algebra-python-intro/01_introduction-to-matrices-and-linear-algebra/02_introduction-to-matrices-and-linear-algebra/12_introduction-to-matrices-in-python-using-numpy.mp49.31MB
51. ~Get Your Files Here !/linear-algebra-python-intro/01_introduction-to-matrices-and-linear-algebra/02_introduction-to-matrices-and-linear-algebra/13_introduction-to-matrices-in-python-using-sympy.mp48.97MB
52. ~Get Your Files Here !/linear-algebra-python-intro/01_introduction-to-matrices-and-linear-algebra/02_introduction-to-matrices-and-linear-algebra/14_how-is-linear-algebra-used-to-solve-problems.mp417.96MB
53. ~Get Your Files Here !/linear-algebra-python-intro/01_introduction-to-matrices-and-linear-algebra/03_modeling-data-in-python/01_using-graphs-in-python-to-model-data.mp414.2MB
54. ~Get Your Files Here !/linear-algebra-python-intro/01_introduction-to-matrices-and-linear-algebra/03_modeling-data-in-python/02_doing-more-with-graphs-in-python-to-model-data-part-1.mp417.12MB
55. ~Get Your Files Here !/linear-algebra-python-intro/01_introduction-to-matrices-and-linear-algebra/03_modeling-data-in-python/03_doing-more-with-graphs-in-python-to-model-data-part-2-data-visualizations.mp410.71MB
56. ~Get Your Files Here !/linear-algebra-python-intro/02_using-linear-algebra-concepts-in-python/01_using-linear-algebra/01_introduction-to-linear-algebra-functions-in-python.mp411.72MB
57. ~Get Your Files Here !/linear-algebra-python-intro/02_using-linear-algebra-concepts-in-python/01_using-linear-algebra/02_using-matrices-in-python.mp49.69MB
58. ~Get Your Files Here !/linear-algebra-python-intro/02_using-linear-algebra-concepts-in-python/01_using-linear-algebra/03_solving-linear-equations-using-python.mp411.76MB
59. ~Get Your Files Here !/linear-algebra-python-intro/02_using-linear-algebra-concepts-in-python/02_matrix-algebra/01_matrix-addition.mp47.16MB
60. ~Get Your Files Here !/linear-algebra-python-intro/02_using-linear-algebra-concepts-in-python/02_matrix-algebra/02_matrix-multiplication.mp410.39MB
61. ~Get Your Files Here !/linear-algebra-python-intro/02_using-linear-algebra-concepts-in-python/02_matrix-algebra/03_a-practical-example-of-matrix-multiplication.mp43.87MB
62. ~Get Your Files Here !/linear-algebra-python-intro/02_using-linear-algebra-concepts-in-python/02_matrix-algebra/04_using-matrix-algebra-in-python.mp416.76MB
63. ~Get Your Files Here !/linear-algebra-python-intro/03_vector-equations-and-systems-of-linear-equations/01_defining-vector-equations/01_systems-of-linear-equations.mp46.02MB
64. ~Get Your Files Here !/linear-algebra-python-intro/03_vector-equations-and-systems-of-linear-equations/01_defining-vector-equations/02_row-echelon-form-and-augmented-matrices.mp410.97MB
65. ~Get Your Files Here !/linear-algebra-python-intro/03_vector-equations-and-systems-of-linear-equations/01_defining-vector-equations/03_elementary-row-operations-and-row-equivalent-matrices.mp46.24MB
66. ~Get Your Files Here !/linear-algebra-python-intro/03_vector-equations-and-systems-of-linear-equations/01_defining-vector-equations/04_gaussian-elimination-row-reduction.mp410.15MB
67. ~Get Your Files Here !/linear-algebra-python-intro/03_vector-equations-and-systems-of-linear-equations/01_defining-vector-equations/05_vector-equations.mp46.29MB
68. ~Get Your Files Here !/linear-algebra-python-intro/03_vector-equations-and-systems-of-linear-equations/02_using-vector-equations-to-model-data/01_solving-vector-equations.mp49.26MB
69. ~Get Your Files Here !/linear-algebra-python-intro/03_vector-equations-and-systems-of-linear-equations/02_using-vector-equations-to-model-data/02_practical-applications-of-a-linear-function-model.mp410.04MB
70. ~Get Your Files Here !/linear-algebra-python-intro/04_real-world-applications-of-vector-equations/01_real-world-applications/01_introduction-to-a-sample-data-set.mp49.65MB
71. ~Get Your Files Here !/linear-algebra-python-intro/04_real-world-applications-of-vector-equations/01_real-world-applications/02_working-through-a-sample-data-set-using-vector-equations-part-1.mp46.19MB
72. ~Get Your Files Here !/linear-algebra-python-intro/04_real-world-applications-of-vector-equations/01_real-world-applications/03_working-through-a-sample-data-set-using-vector-equations-part-2.mp415.42MB
73. ~Get Your Files Here !/linear-algebra-python-intro/04_real-world-applications-of-vector-equations/01_real-world-applications/04_real-world-applications-ice-cream-sales.mp410.06MB
74. ~Get Your Files Here !/regression-models-linear-algebra/01_introduction-to-regression-models/01_introduction-to-specialization-and-course/01_introduction-to-specialization.mp422.51MB
75. ~Get Your Files Here !/regression-models-linear-algebra/01_introduction-to-regression-models/01_introduction-to-specialization-and-course/02_course-introduction.mp423.77MB
76. ~Get Your Files Here !/regression-models-linear-algebra/01_introduction-to-regression-models/01_introduction-to-specialization-and-course/03_instructor-introduction.mp419.23MB
77. ~Get Your Files Here !/regression-models-linear-algebra/01_introduction-to-regression-models/02_defining-regression/01_what-is-regression-analysis.mp46.4MB
78. ~Get Your Files Here !/regression-models-linear-algebra/01_introduction-to-regression-models/02_defining-regression/02_different-types-of-regression-models.mp412.43MB
79. ~Get Your Files Here !/regression-models-linear-algebra/01_introduction-to-regression-models/02_defining-regression/03_regression-models-in-the-real-world.mp45.36MB
80. ~Get Your Files Here !/regression-models-linear-algebra/01_introduction-to-regression-models/03_types-of-regression-models/01_introduction-to-the-method-of-least-squares.mp45.94MB
81. ~Get Your Files Here !/regression-models-linear-algebra/01_introduction-to-regression-models/03_types-of-regression-models/02_introduction-to-the-method-of-linear-regression-models.mp412.37MB
82. ~Get Your Files Here !/regression-models-linear-algebra/02_using-the-method-of-least-squares/01_applying-the-method-of-least-squares/01_applying-the-method-of-least-squares.mp411.46MB
83. ~Get Your Files Here !/regression-models-linear-algebra/02_using-the-method-of-least-squares/02_applying-the-method-of-least-squares-using-python/01_minimizing-the-error.mp47.91MB
84. ~Get Your Files Here !/regression-models-linear-algebra/03_using-linear-regression-models/01_understanding-linear-regression-models/01_what-is-linear-regression.mp49.34MB
85. ~Get Your Files Here !/regression-models-linear-algebra/03_using-linear-regression-models/01_understanding-linear-regression-models/02_multiple-linear-regressions-in-python.mp417.37MB
86. ~Get Your Files Here !/regression-models-linear-algebra/04_using-linear-regression-model/01_apply-linear-regression-model/01_solving-a-real-world-problem-using-linear-regression-modeling-part-1.mp415.8MB
87. ~Get Your Files Here !/regression-models-linear-algebra/04_using-linear-regression-model/01_apply-linear-regression-model/02_solving-a-real-world-problem-using-linear-regression-modeling-part-2.mp412.39MB