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[CourserHub.com] Coursera - Mathematics for Machine Learning and Data Science Specialization
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0. Websites you may like
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[CourserHub.com].url - 123 B
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Readme.txt - 51 B
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machine-learning-calculus
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0. Websites you may like
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[CourserHub.com].url - 123 B
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01_week-1-derivatives-and-optimization
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01_lesson-1-derivatives
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01_course-introduction-by-andrew-ng.en.srt - 1.74 KB
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01_course-introduction-by-andrew-ng.en.txt - 974 B
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01_course-introduction-by-andrew-ng.mp4 - 7.36 MB
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02_course-introduction-by-luis-serrano.en.srt - 3.47 KB
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02_course-introduction-by-luis-serrano.en.txt - 1.85 KB
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02_course-introduction-by-luis-serrano.mp4 - 13.15 MB
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03_machine-learning-motivation.en.srt - 10.3 KB
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03_machine-learning-motivation.en.txt - 6.33 KB
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03_machine-learning-motivation.mp4 - 17.37 MB
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04_motivation-to-derivatives-part-i.en.srt - 10.41 KB
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04_motivation-to-derivatives-part-i.en.txt - 5.52 KB
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04_motivation-to-derivatives-part-i.mp4 - 12.37 MB
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05_derivatives-and-tangents.en.srt - 3.09 KB
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05_derivatives-and-tangents.en.txt - 1.64 KB
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05_derivatives-and-tangents.mp4 - 2.53 MB
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06_slopes-maxima-and-minima.en.srt - 4.09 KB
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06_slopes-maxima-and-minima.en.txt - 2.11 KB
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06_slopes-maxima-and-minima.mp4 - 3.96 MB
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07_approximation-of-derivatives_instructions.html - 1.66 KB
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08_derivatives-and-their-notation.en.srt - 2.91 KB
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08_derivatives-and-their-notation.en.txt - 1.83 KB
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08_derivatives-and-their-notation.mp4 - 4.34 MB
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09_some-common-derivatives-lines.en.srt - 5.05 KB
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09_some-common-derivatives-lines.en.txt - 2.64 KB
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09_some-common-derivatives-lines.mp4 - 5.76 MB
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10_some-common-derivatives-quadratics.en.srt - 5.14 KB
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10_some-common-derivatives-quadratics.en.txt - 2.72 KB
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10_some-common-derivatives-quadratics.mp4 - 5.13 MB
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11_some-common-derivatives-higher-degree-polynomials.en.srt - 4.62 KB
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11_some-common-derivatives-higher-degree-polynomials.en.txt - 2.34 KB
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11_some-common-derivatives-higher-degree-polynomials.mp4 - 4.44 MB
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12_some-common-derivatives-other-power-functions.en.srt - 6 KB
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12_some-common-derivatives-other-power-functions.en.txt - 3.09 KB
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12_some-common-derivatives-other-power-functions.mp4 - 5.45 MB
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13_the-inverse-function-and-its-derivative.en.srt - 12.08 KB
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13_the-inverse-function-and-its-derivative.en.txt - 6.27 KB
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13_the-inverse-function-and-its-derivative.mp4 - 12.91 MB
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14_derivative-of-trigonometric-functions.en.srt - 6.65 KB
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14_derivative-of-trigonometric-functions.en.txt - 3.4 KB
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14_derivative-of-trigonometric-functions.mp4 - 5.97 MB
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15_meaning-of-the-exponential-e.en.srt - 14.42 KB
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15_meaning-of-the-exponential-e.en.txt - 7.55 KB
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15_meaning-of-the-exponential-e.mp4 - 12.5 MB
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16_the-derivative-of-e-x.en.srt - 3.42 KB
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16_the-derivative-of-e-x.en.txt - 1.73 KB
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16_the-derivative-of-e-x.mp4 - 3.16 MB
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17_the-derivative-of-log-x.en.srt - 6.23 KB
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17_the-derivative-of-log-x.en.txt - 3.22 KB
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17_the-derivative-of-log-x.mp4 - 7.24 MB
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18_existence-of-the-derivative.en.srt - 7.11 KB
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18_existence-of-the-derivative.en.txt - 4.4 KB
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18_existence-of-the-derivative.mp4 - 8.61 MB
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19_properties-of-the-derivative-multiplication-by-scalars.en.srt - 5.57 KB
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19_properties-of-the-derivative-multiplication-by-scalars.en.txt - 2.93 KB
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19_properties-of-the-derivative-multiplication-by-scalars.mp4 - 6.23 MB
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20_properties-of-the-derivative-the-sum-rule.en.srt - 4.74 KB
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20_properties-of-the-derivative-the-sum-rule.en.txt - 2.86 KB
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20_properties-of-the-derivative-the-sum-rule.mp4 - 4.17 MB
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21_properties-of-the-derivative-the-product-rule.en.srt - 6.04 KB
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21_properties-of-the-derivative-the-product-rule.en.txt - 3.2 KB
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21_properties-of-the-derivative-the-product-rule.mp4 - 4.68 MB
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22_properties-of-the-derivative-the-chain-rule.en.srt - 8.44 KB
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22_properties-of-the-derivative-the-chain-rule.en.txt - 4.44 KB
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22_properties-of-the-derivative-the-chain-rule.mp4 - 6.21 MB
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02_ungraded-lab
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01_optional-downloading-your-notebook-and-refreshing-your-workspace_instructions.html - 3.74 KB
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03_lesson-2-optimization
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01_introduction-to-optimization.en.srt - 6.38 KB
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01_introduction-to-optimization.en.txt - 3.37 KB
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01_introduction-to-optimization.mp4 - 9.35 MB
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02_optimization-of-squared-loss-the-one-powerline-problem.en.srt - 2.5 KB
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02_optimization-of-squared-loss-the-one-powerline-problem.en.txt - 1.61 KB
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02_optimization-of-squared-loss-the-one-powerline-problem.mp4 - 5.02 MB
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03_optimization-of-squared-loss-the-two-powerline-problem.en.srt - 5.92 KB
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03_optimization-of-squared-loss-the-two-powerline-problem.en.txt - 3.7 KB
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03_optimization-of-squared-loss-the-two-powerline-problem.mp4 - 5.72 MB
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04_optimization-of-squared-loss-the-three-powerline-problem.en.srt - 5.73 KB
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04_optimization-of-squared-loss-the-three-powerline-problem.en.txt - 3.58 KB
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04_optimization-of-squared-loss-the-three-powerline-problem.mp4 - 6.1 MB
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05_optimization-of-log-loss-part-1.en.srt - 13.3 KB
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05_optimization-of-log-loss-part-1.en.txt - 6.91 KB
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05_optimization-of-log-loss-part-1.mp4 - 11.95 MB
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06_optimization-of-log-loss-part-2.en.srt - 4.13 KB
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06_optimization-of-log-loss-part-2.en.txt - 2.15 KB
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06_optimization-of-log-loss-part-2.mp4 - 3.52 MB
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07_week-1-conclusion.en.srt - 964 B
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07_week-1-conclusion.en.txt - 498 B
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07_week-1-conclusion.mp4 - 3.21 MB
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04_programming-assignment-optimizing-functions-of-one-variable-cost-minimization
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01_optional-assignment-troubleshooting-tips_instructions.html - 3.1 KB
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02_optional-partial-grading-for-assignments_instructions.html - 252.95 KB
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05_lecture-notes
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01_week-1-slides_C2_W1.pdf - 19.47 MB
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01_week-1-slides_instructions.html - 1.01 KB
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02_week-2-gradients-and-gradient-descent
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01_lesson-1-gradients
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01_introduction-to-tangent-planes.en.srt - 5.35 KB
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01_introduction-to-tangent-planes.en.txt - 2.84 KB
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01_introduction-to-tangent-planes.mp4 - 10.86 MB
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02_partial-derivatives-part-1.en.srt - 6.1 KB
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02_partial-derivatives-part-1.en.txt - 3.88 KB
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02_partial-derivatives-part-1.mp4 - 6.17 MB
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03_partial-derivatives-part-2.en.srt - 3.13 KB
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03_partial-derivatives-part-2.en.txt - 1.94 KB
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03_partial-derivatives-part-2.mp4 - 3.15 MB
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04_gradients.en.srt - 3.23 KB
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04_gradients.en.txt - 1.65 KB
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04_gradients.mp4 - 3.71 MB
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05_gradients-and-maxima-minima.en.srt - 4.1 KB
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05_gradients-and-maxima-minima.en.txt - 2.58 KB
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05_gradients-and-maxima-minima.mp4 - 4.48 MB
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06_optimization-with-gradients-an-example.en.srt - 9.84 KB
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06_optimization-with-gradients-an-example.en.txt - 5.09 KB
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06_optimization-with-gradients-an-example.mp4 - 10.33 MB
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07_optimization-using-gradients-analytical-method.en.srt - 9.22 KB
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07_optimization-using-gradients-analytical-method.en.txt - 5.74 KB
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07_optimization-using-gradients-analytical-method.mp4 - 11.44 MB
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02_lesson-2-gradient-descent
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01_optimization-using-gradient-descent-in-one-variable-part-1.en.srt - 4.88 KB
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01_optimization-using-gradient-descent-in-one-variable-part-1.en.txt - 2.57 KB
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01_optimization-using-gradient-descent-in-one-variable-part-1.mp4 - 6.39 MB
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02_optimization-using-gradient-descent-in-one-variable-part-2.en.srt - 9.23 KB
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02_optimization-using-gradient-descent-in-one-variable-part-2.en.txt - 4.85 KB
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02_optimization-using-gradient-descent-in-one-variable-part-2.mp4 - 6.7 MB
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03_optimization-using-gradient-descent-in-one-variable-part-3.en.srt - 2.76 KB
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03_optimization-using-gradient-descent-in-one-variable-part-3.en.txt - 1.51 KB
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03_optimization-using-gradient-descent-in-one-variable-part-3.mp4 - 2.35 MB
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04_optimization-using-gradient-descent-in-two-variables-part-1.en.srt - 2.41 KB
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04_optimization-using-gradient-descent-in-two-variables-part-1.en.txt - 1.49 KB
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04_optimization-using-gradient-descent-in-two-variables-part-1.mp4 - 2.64 MB
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05_optimization-using-gradient-descent-in-two-variables-part-2.en.srt - 8.42 KB
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05_optimization-using-gradient-descent-in-two-variables-part-2.en.txt - 4.35 KB
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05_optimization-using-gradient-descent-in-two-variables-part-2.mp4 - 7.07 MB
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06_optimization-using-gradient-descent-least-squares.en.srt - 2.16 KB
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06_optimization-using-gradient-descent-least-squares.en.txt - 1.37 KB
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06_optimization-using-gradient-descent-least-squares.mp4 - 3.84 MB
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07_optimization-using-gradient-descent-least-squares-with-multiple-observations.en.srt - 8.15 KB
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07_optimization-using-gradient-descent-least-squares-with-multiple-observations.en.txt - 4.19 KB
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07_optimization-using-gradient-descent-least-squares-with-multiple-observations.mp4 - 6.63 MB
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08_week-2-conclusion.en.srt - 707 B
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08_week-2-conclusion.en.txt - 377 B
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08_week-2-conclusion.mp4 - 2.33 MB
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03_lecture-notes
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01_week-2-slides_C2_W2.pdf - 9.62 MB
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01_week-2-slides_instructions.html - 1.01 KB
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03_week-3-optimization-in-neural-networks-and-newtons-method
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01_lesson-1-optimization-in-neural-networks
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01_regression-with-a-perceptron.en.srt - 7.04 KB
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01_regression-with-a-perceptron.en.txt - 4.32 KB
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01_regression-with-a-perceptron.mp4 - 8.86 MB
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02_regression-with-a-perceptron-loss-function.en.srt - 5.12 KB
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02_regression-with-a-perceptron-loss-function.en.txt - 2.78 KB
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02_regression-with-a-perceptron-loss-function.mp4 - 4.29 MB
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03_regression-with-a-perceptron-gradient-descent.en.srt - 9.12 KB
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03_regression-with-a-perceptron-gradient-descent.en.txt - 4.79 KB
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03_regression-with-a-perceptron-gradient-descent.mp4 - 8.35 MB
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04_classification-with-perceptron.en.srt - 9.71 KB
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04_classification-with-perceptron.en.txt - 5.06 KB
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04_classification-with-perceptron.mp4 - 8.73 MB
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05_classification-with-perceptron-the-sigmoid-function.en.srt - 6.31 KB
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05_classification-with-perceptron-the-sigmoid-function.en.txt - 3.27 KB
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05_classification-with-perceptron-the-sigmoid-function.mp4 - 5.21 MB
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06_classification-with-perceptron-gradient-descent.en.srt - 7.24 KB
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06_classification-with-perceptron-gradient-descent.en.txt - 3.9 KB
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06_classification-with-perceptron-gradient-descent.mp4 - 6.22 MB
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07_classification-with-perceptron-calculating-the-derivatives.en.srt - 10.73 KB
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07_classification-with-perceptron-calculating-the-derivatives.en.txt - 5.64 KB
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07_classification-with-perceptron-calculating-the-derivatives.mp4 - 10.27 MB
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08_classification-with-a-neural-network.en.srt - 8.66 KB
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08_classification-with-a-neural-network.en.txt - 4.46 KB
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08_classification-with-a-neural-network.mp4 - 10.17 MB
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09_classification-with-a-neural-network-minimizing-log-loss.en.srt - 10.4 KB
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09_classification-with-a-neural-network-minimizing-log-loss.en.txt - 6.17 KB
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09_classification-with-a-neural-network-minimizing-log-loss.mp4 - 11.58 MB
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10_gradient-descent-and-backpropagation.en.srt - 6.97 KB
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10_gradient-descent-and-backpropagation.en.txt - 4.46 KB
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10_gradient-descent-and-backpropagation.mp4 - 9.47 MB
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02_lesson-2-newtons-method
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01_newtons-method.en.srt - 6.07 KB
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01_newtons-method.en.txt - 3.82 KB
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01_newtons-method.mp4 - 8.17 MB
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02_newtons-method-an-example.en.srt - 4.3 KB
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02_newtons-method-an-example.en.txt - 2.58 KB
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02_newtons-method-an-example.mp4 - 4.66 MB
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03_the-second-derivative.en.srt - 12.74 KB
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03_the-second-derivative.en.txt - 7.99 KB
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03_the-second-derivative.mp4 - 14.65 MB
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04_the-hessian.en.srt - 8.05 KB
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04_the-hessian.en.txt - 4.22 KB
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04_the-hessian.mp4 - 9.75 MB
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05_hessians-and-concavity.en.srt - 9.8 KB
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05_hessians-and-concavity.en.txt - 5.09 KB
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05_hessians-and-concavity.mp4 - 8.7 MB
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06_newtons-method-for-two-variables.en.srt - 6.46 KB
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06_newtons-method-for-two-variables.en.txt - 4.04 KB
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06_newtons-method-for-two-variables.mp4 - 7.11 MB
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07_week-3-conclusion.en.srt - 1 KB
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07_week-3-conclusion.en.txt - 660 B
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07_week-3-conclusion.mp4 - 4.29 MB
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03_acknowledgments-course-resources
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01_acknowledgments_instructions.html - 3.71 KB
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02_optional-opportunity-to-mentor-other-learners_instructions.html - 1.66 KB
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04_lecture-notes
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01_week-3-slides_C2_W3.pdf - 20.8 MB
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01_week-3-slides_instructions.html - 1.01 KB
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Readme.txt - 51 B
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machine-learning-linear-algebra
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0. Websites you may like
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[CourserHub.com].url - 123 B
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01_week-1-system-of-linear-equations
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01_specialization-course-introduction
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01_specialization-introduction.en.srt - 9.18 KB
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01_specialization-introduction.en.txt - 4.77 KB
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01_specialization-introduction.mp4 - 26.53 MB
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02_course-introduction.en.srt - 1.86 KB
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02_course-introduction.en.txt - 1.17 KB
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02_course-introduction.mp4 - 6.62 MB
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03_what-to-expect-and-how-to-succeed.en.srt - 1.84 KB
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03_what-to-expect-and-how-to-succeed.en.txt - 1007 B
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03_what-to-expect-and-how-to-succeed.mp4 - 6.91 MB
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02_system-of-linear-equations-2-variables
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01_machine-learning-motivation.en.srt - 5.7 KB
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01_machine-learning-motivation.en.txt - 3.09 KB
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01_machine-learning-motivation.mp4 - 9.47 MB
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02_check-your-knowledge_instructions.html - 4.05 KB
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03_system-of-sentences.en.srt - 9.05 KB
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03_system-of-sentences.en.txt - 5.67 KB
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03_system-of-sentences.mp4 - 10.28 MB
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04_system-of-equations.en.srt - 13.77 KB
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04_system-of-equations.en.txt - 8.69 KB
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04_system-of-equations.mp4 - 14.06 MB
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05_system-of-equations-as-lines.en.srt - 13.6 KB
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05_system-of-equations-as-lines.en.txt - 7.25 KB
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05_system-of-equations-as-lines.mp4 - 13.91 MB
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06_a-geometric-notion-of-singularity.en.srt - 4.86 KB
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06_a-geometric-notion-of-singularity.en.txt - 3.01 KB
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06_a-geometric-notion-of-singularity.mp4 - 5.58 MB
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07_singular-vs-nonsingular-matrices.en.srt - 3.43 KB
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07_singular-vs-nonsingular-matrices.en.txt - 2.14 KB
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07_singular-vs-nonsingular-matrices.mp4 - 5.06 MB
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08_linear-dependence-and-independence.en.srt - 3.47 KB
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08_linear-dependence-and-independence.en.txt - 2.25 KB
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08_linear-dependence-and-independence.mp4 - 5.4 MB
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09_the-determinant.en.srt - 4.73 KB
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09_the-determinant.en.txt - 3.01 KB
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09_the-determinant.mp4 - 5.42 MB
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10_solving-systems-of-linear-equations_quiz.html - 2.49 MB
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03_ungraded-lab
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01_optional-downloading-your-notebook-and-refreshing-your-workspace_instructions.html - 3.76 KB
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04_system-of-linear-equations-3-variables
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01_system-of-equations-3x3.en.srt - 7.06 KB
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01_system-of-equations-3x3.en.txt - 3.68 KB
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01_system-of-equations-3x3.mp4 - 6.32 MB
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02_singular-vs-non-singular-matrices-3x3.en.srt - 4.4 KB
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02_singular-vs-non-singular-matrices-3x3.en.txt - 2.29 KB
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02_singular-vs-non-singular-matrices-3x3.mp4 - 3.66 MB
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03_system-of-equations-as-planes-3x3.en.srt - 5.48 KB
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03_system-of-equations-as-planes-3x3.en.txt - 3.57 KB
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03_system-of-equations-as-planes-3x3.mp4 - 5.36 MB
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04_linear-dependence-and-independence-3x3.en.srt - 9.47 KB
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04_linear-dependence-and-independence-3x3.en.txt - 4.9 KB
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04_linear-dependence-and-independence-3x3.mp4 - 8.64 MB
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05_the-determinant-3x3.en.srt - 7.29 KB
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05_the-determinant-3x3.en.txt - 4.58 KB
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05_the-determinant-3x3.mp4 - 9.91 MB
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06_conclusion.en.srt - 808 B
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06_conclusion.en.txt - 444 B
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06_conclusion.mp4 - 2.46 MB
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07_matrices_exam.html - 340.17 KB
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05_lecture-notes
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01_week-1-slides_C1_W1.pdf - 3.96 MB
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01_week-1-slides_instructions.html - 1.6 KB
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02_week-2-solving-system-of-linear-equations
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01_solving-system-of-linear-equations-elimination
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01_machine-learning-motivation.en.srt - 3.09 KB
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01_machine-learning-motivation.en.txt - 1.94 KB
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01_machine-learning-motivation.mp4 - 3.24 MB
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02_check-your-knowledge_instructions.html - 3.6 KB
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03_solving-non-singular-system-of-linear-equations.en.srt - 11.1 KB
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03_solving-non-singular-system-of-linear-equations.en.txt - 5.87 KB
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03_solving-non-singular-system-of-linear-equations.mp4 - 9.99 MB
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04_solving-singular-systems-of-linear-equations.en.srt - 4.86 KB
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04_solving-singular-systems-of-linear-equations.en.txt - 2.94 KB
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04_solving-singular-systems-of-linear-equations.mp4 - 4.16 MB
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05_solving-systems-of-equations-with-more-variables.en.srt - 2.81 KB
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05_solving-systems-of-equations-with-more-variables.en.txt - 1.79 KB
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05_solving-systems-of-equations-with-more-variables.mp4 - 2.91 MB
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06_matrix-row-reduction.en.srt - 7.07 KB
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06_matrix-row-reduction.en.txt - 3.76 KB
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06_matrix-row-reduction.mp4 - 6.77 MB
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07_row-operations-that-preserve-singularity.en.srt - 6.62 KB
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07_row-operations-that-preserve-singularity.en.txt - 3.44 KB
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07_row-operations-that-preserve-singularity.mp4 - 6.82 MB
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08_method-of-elimination_quiz.html - 7.92 KB
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02_solving-system-of-linear-equation-row-echelon-form-and-rank
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01_the-rank-of-a-matrix.en.srt - 8.76 KB
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01_the-rank-of-a-matrix.en.txt - 5.55 KB
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01_the-rank-of-a-matrix.mp4 - 8.48 MB
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02_the-rank-of-a-matrix-in-general.en.srt - 3.42 KB
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02_the-rank-of-a-matrix-in-general.en.txt - 2.27 KB
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02_the-rank-of-a-matrix-in-general.mp4 - 3.99 MB
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03_row-echelon-form.en.srt - 5.2 KB
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03_row-echelon-form.en.txt - 2.78 KB
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03_row-echelon-form.mp4 - 5.18 MB
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04_row-echelon-form-in-general.en.srt - 7.18 KB
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04_row-echelon-form-in-general.en.txt - 3.86 KB
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04_row-echelon-form-in-general.mp4 - 5.26 MB
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05_reduced-row-echelon-form.en.srt - 6.99 KB
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InfoHash:
443AB1E34B2D8F22DB18029F3E195D99D92AAC0D
Last updated:
Aug 8, 2023
File count:
396 B
File Category:
9
Tags:
Specialization, Science, Data, Learning and, Machine, Mathematics for, Coursera, Other, Tutorials