[CourserHub.com] Coursera - Mathematics for Machine Learning and Data Science Specialization

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Last Access Time	May 6, 2026, 11:55 a.m.
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machine-learning-linear-algebra/01_week-1-system-of-linear-equations/01_specialization-course-introduction/01_specialization-introduction.mp4 26.5 MB
machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/04_lecture-notes/01_week-3-slides_C2_W3.pdf 20.8 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/05_lecture-notes/01_week-1-slides_C2_W1.pdf 19.5 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/03_machine-learning-motivation.mp4 17.4 MB
machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/02_lesson-2-newtons-method/03_the-second-derivative.mp4 14.7 MB
machine-learning-linear-algebra/01_week-1-system-of-linear-equations/02_system-of-linear-equations-2-variables/04_system-of-equations.mp4 14.1 MB
machine-learning-linear-algebra/01_week-1-system-of-linear-equations/02_system-of-linear-equations-2-variables/05_system-of-equations-as-lines.mp4 13.9 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/02_course-introduction-by-luis-serrano.mp4 13.2 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/13_the-inverse-function-and-its-derivative.mp4 12.9 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/15_meaning-of-the-exponential-e.mp4 12.5 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/04_motivation-to-derivatives-part-i.mp4 12.4 MB
machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/02_linear-transformations/07_neural-networks-and-matrices.mp4 12.1 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/03_lesson-2-optimization/05_optimization-of-log-loss-part-1.mp4 11.9 MB
machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/01_lesson-1-optimization-in-neural-networks/09_classification-with-a-neural-network-minimizing-log-loss.mp4 11.6 MB
machine-learning-calculus/02_week-2-gradients-and-gradient-descent/01_lesson-1-gradients/07_optimization-using-gradients-analytical-method.mp4 11.4 MB
machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/04_lecture-notes/01_week-3-slides_C1_W3.pdf 11.4 MB
machine-learning-calculus/02_week-2-gradients-and-gradient-descent/01_lesson-1-gradients/01_introduction-to-tangent-planes.mp4 10.9 MB
machine-learning-calculus/02_week-2-gradients-and-gradient-descent/01_lesson-1-gradients/06_optimization-with-gradients-an-example.mp4 10.3 MB
machine-learning-linear-algebra/01_week-1-system-of-linear-equations/02_system-of-linear-equations-2-variables/03_system-of-sentences.mp4 10.3 MB
machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/01_lesson-1-optimization-in-neural-networks/07_classification-with-perceptron-calculating-the-derivatives.mp4 10.3 MB
machine-learning-linear-algebra/04_week-4-determinants-and-eigenvectors/03_lecture-notes/01_week-4-slides_C1_W4.pdf 10.2 MB
machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/01_lesson-1-optimization-in-neural-networks/08_classification-with-a-neural-network.mp4 10.2 MB
machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/01_solving-system-of-linear-equations-elimination/03_solving-non-singular-system-of-linear-equations.mp4 10.0 MB
machine-learning-linear-algebra/01_week-1-system-of-linear-equations/04_system-of-linear-equations-3-variables/05_the-determinant-3x3.mp4 9.9 MB
machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/02_lesson-2-newtons-method/04_the-hessian.mp4 9.8 MB
machine-learning-calculus/02_week-2-gradients-and-gradient-descent/03_lecture-notes/01_week-2-slides_C2_W2.pdf 9.6 MB
machine-learning-linear-algebra/01_week-1-system-of-linear-equations/02_system-of-linear-equations-2-variables/01_machine-learning-motivation.mp4 9.5 MB
machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/01_lesson-1-optimization-in-neural-networks/10_gradient-descent-and-backpropagation.mp4 9.5 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/03_lesson-2-optimization/01_introduction-to-optimization.mp4 9.3 MB
machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/01_vector-algebra/01_machine-learning-motivation.mp4 9.0 MB
machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/01_lesson-1-optimization-in-neural-networks/01_regression-with-a-perceptron.mp4 8.9 MB
machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/01_lesson-1-optimization-in-neural-networks/04_classification-with-perceptron.mp4 8.7 MB
machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/02_lesson-2-newtons-method/05_hessians-and-concavity.mp4 8.7 MB
machine-learning-linear-algebra/01_week-1-system-of-linear-equations/04_system-of-linear-equations-3-variables/04_linear-dependence-and-independence-3x3.mp4 8.6 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/18_existence-of-the-derivative.mp4 8.6 MB
machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/02_solving-system-of-linear-equation-row-echelon-form-and-rank/01_the-rank-of-a-matrix.mp4 8.5 MB
machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/01_lesson-1-optimization-in-neural-networks/03_regression-with-a-perceptron-gradient-descent.mp4 8.4 MB
machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/02_lesson-2-newtons-method/01_newtons-method.mp4 8.2 MB
machine-learning-linear-algebra/04_week-4-determinants-and-eigenvectors/02_eigenvalues-and-eigenvectors/04_eigenvalues-and-eigenvectors.mp4 7.5 MB
machine-learning-linear-algebra/04_week-4-determinants-and-eigenvectors/01_determinants-in-depth/01_machine-learning-motivation.mp4 7.4 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/01_course-introduction-by-andrew-ng.mp4 7.4 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/17_the-derivative-of-log-x.mp4 7.2 MB
machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/02_lesson-2-newtons-method/06_newtons-method-for-two-variables.mp4 7.1 MB
machine-learning-calculus/02_week-2-gradients-and-gradient-descent/02_lesson-2-gradient-descent/05_optimization-using-gradient-descent-in-two-variables-part-2.mp4 7.1 MB
machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/02_linear-transformations/03_matrix-multiplication.mp4 7.0 MB
machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/02_linear-transformations/01_matrices-as-linear-transformations.mp4 7.0 MB
machine-learning-linear-algebra/01_week-1-system-of-linear-equations/01_specialization-course-introduction/03_what-to-expect-and-how-to-succeed.mp4 6.9 MB
machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/01_solving-system-of-linear-equations-elimination/07_row-operations-that-preserve-singularity.mp4 6.8 MB
machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/02_linear-transformations/05_matrix-inverse.mp4 6.8 MB
machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/01_solving-system-of-linear-equations-elimination/06_matrix-row-reduction.mp4 6.8 MB
machine-learning-calculus/02_week-2-gradients-and-gradient-descent/02_lesson-2-gradient-descent/02_optimization-using-gradient-descent-in-one-variable-part-2.mp4 6.7 MB
machine-learning-linear-algebra/04_week-4-determinants-and-eigenvectors/01_determinants-in-depth/03_singularity-and-rank-of-linear-transformations.mp4 6.6 MB
machine-learning-calculus/02_week-2-gradients-and-gradient-descent/02_lesson-2-gradient-descent/07_optimization-using-gradient-descent-least-squares-with-multiple-observations.mp4 6.6 MB
machine-learning-linear-algebra/01_week-1-system-of-linear-equations/01_specialization-course-introduction/02_course-introduction.mp4 6.6 MB
machine-learning-linear-algebra/04_week-4-determinants-and-eigenvectors/02_eigenvalues-and-eigenvectors/02_span-in-linear-algebra.mp4 6.5 MB
machine-learning-calculus/02_week-2-gradients-and-gradient-descent/02_lesson-2-gradient-descent/01_optimization-using-gradient-descent-in-one-variable-part-1.mp4 6.4 MB
machine-learning-linear-algebra/01_week-1-system-of-linear-equations/04_system-of-linear-equations-3-variables/01_system-of-equations-3x3.mp4 6.3 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/19_properties-of-the-derivative-multiplication-by-scalars.mp4 6.2 MB
machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/01_lesson-1-optimization-in-neural-networks/06_classification-with-perceptron-gradient-descent.mp4 6.2 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/22_properties-of-the-derivative-the-chain-rule.mp4 6.2 MB
machine-learning-calculus/02_week-2-gradients-and-gradient-descent/01_lesson-1-gradients/02_partial-derivatives-part-1.mp4 6.2 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/03_lesson-2-optimization/04_optimization-of-squared-loss-the-three-powerline-problem.mp4 6.1 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/14_derivative-of-trigonometric-functions.mp4 6.0 MB
machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/01_vector-algebra/03_vectors-and-their-properties.mp4 5.9 MB
machine-learning-linear-algebra/04_week-4-determinants-and-eigenvectors/01_determinants-in-depth/04_determinant-as-an-area.mp4 5.9 MB
machine-learning-linear-algebra/04_week-4-determinants-and-eigenvectors/02_eigenvalues-and-eigenvectors/03_eigenbases.mp4 5.8 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/09_some-common-derivatives-lines.mp4 5.8 MB
machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/02_solving-system-of-linear-equation-row-echelon-form-and-rank/06_conclusion.mp4 5.7 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/03_lesson-2-optimization/03_optimization-of-squared-loss-the-two-powerline-problem.mp4 5.7 MB
machine-learning-linear-algebra/01_week-1-system-of-linear-equations/02_system-of-linear-equations-2-variables/06_a-geometric-notion-of-singularity.mp4 5.6 MB
machine-learning-linear-algebra/04_week-4-determinants-and-eigenvectors/01_determinants-in-depth/05_determinant-of-a-product.mp4 5.6 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/12_some-common-derivatives-other-power-functions.mp4 5.5 MB
machine-learning-linear-algebra/01_week-1-system-of-linear-equations/02_system-of-linear-equations-2-variables/09_the-determinant.mp4 5.4 MB
machine-learning-linear-algebra/01_week-1-system-of-linear-equations/02_system-of-linear-equations-2-variables/08_linear-dependence-and-independence.mp4 5.4 MB
machine-learning-linear-algebra/01_week-1-system-of-linear-equations/04_system-of-linear-equations-3-variables/03_system-of-equations-as-planes-3x3.mp4 5.4 MB
machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/02_solving-system-of-linear-equation-row-echelon-form-and-rank/04_row-echelon-form-in-general.mp4 5.3 MB
machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/01_lesson-1-optimization-in-neural-networks/05_classification-with-perceptron-the-sigmoid-function.mp4 5.2 MB
machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/02_solving-system-of-linear-equation-row-echelon-form-and-rank/03_row-echelon-form.mp4 5.2 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/10_some-common-derivatives-quadratics.mp4 5.1 MB
machine-learning-linear-algebra/01_week-1-system-of-linear-equations/02_system-of-linear-equations-2-variables/07_singular-vs-nonsingular-matrices.mp4 5.1 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/03_lesson-2-optimization/02_optimization-of-squared-loss-the-one-powerline-problem.mp4 5.0 MB
machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/01_vector-algebra/07_the-dot-product.mp4 5.0 MB
machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/02_solving-system-of-linear-equation-row-echelon-form-and-rank/05_reduced-row-echelon-form.mp4 5.0 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/21_properties-of-the-derivative-the-product-rule.mp4 4.7 MB
machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/02_lesson-2-newtons-method/02_newtons-method-an-example.mp4 4.7 MB
machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/01_vector-algebra/08_geometric-dot-product.mp4 4.6 MB
machine-learning-calculus/02_week-2-gradients-and-gradient-descent/01_lesson-1-gradients/05_gradients-and-maxima-minima.mp4 4.5 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/11_some-common-derivatives-higher-degree-polynomials.mp4 4.4 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/08_derivatives-and-their-notation.mp4 4.3 MB
machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/01_lesson-1-optimization-in-neural-networks/02_regression-with-a-perceptron-loss-function.mp4 4.3 MB
machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/02_lesson-2-newtons-method/07_week-3-conclusion.mp4 4.3 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/20_properties-of-the-derivative-the-sum-rule.mp4 4.2 MB
machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/01_solving-system-of-linear-equations-elimination/04_solving-singular-systems-of-linear-equations.mp4 4.2 MB
machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/01_vector-algebra/09_multiplying-a-matrix-by-a-vector.mp4 4.0 MB
machine-learning-linear-algebra/04_week-4-determinants-and-eigenvectors/02_eigenvalues-and-eigenvectors/01_bases-in-linear-algebra.mp4 4.0 MB
machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/02_solving-system-of-linear-equation-row-echelon-form-and-rank/02_the-rank-of-a-matrix-in-general.mp4 4.0 MB
machine-learning-linear-algebra/01_week-1-system-of-linear-equations/05_lecture-notes/01_week-1-slides_C1_W1.pdf 4.0 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/06_slopes-maxima-and-minima.mp4 4.0 MB
machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/02_linear-transformations/04_the-identity-matrix.mp4 3.9 MB
machine-learning-calculus/02_week-2-gradients-and-gradient-descent/02_lesson-2-gradient-descent/06_optimization-using-gradient-descent-least-squares.mp4 3.8 MB
machine-learning-linear-algebra/04_week-4-determinants-and-eigenvectors/01_determinants-in-depth/06_determinants-of-inverses.mp4 3.7 MB
machine-learning-calculus/02_week-2-gradients-and-gradient-descent/01_lesson-1-gradients/04_gradients.mp4 3.7 MB
machine-learning-linear-algebra/01_week-1-system-of-linear-equations/04_system-of-linear-equations-3-variables/02_singular-vs-non-singular-matrices-3x3.mp4 3.7 MB
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machine-learning-calculus/01_week-1-derivatives-and-optimization/03_lesson-2-optimization/06_optimization-of-log-loss-part-2.mp4 3.5 MB
machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/01_solving-system-of-linear-equations-elimination/01_machine-learning-motivation.mp4 3.2 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/03_lesson-2-optimization/07_week-1-conclusion.mp4 3.2 MB
machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/02_linear-transformations/06_which-matrices-have-an-inverse.mp4 3.2 MB
machine-learning-calculus/01_week-1-derivatives-and-optimization/01_lesson-1-derivatives/16_the-derivative-of-e-x.mp4 3.2 MB
machine-learning-calculus/02_week-2-gradients-and-gradient-descent/01_lesson-1-gradients/03_partial-derivatives-part-2.mp4 3.2 MB
machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/02_linear-transformations/02_linear-transformations-as-matrices.mp4 3.1 MB
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machine-learning-calculus/02_week-2-gradients-and-gradient-descent/02_lesson-2-gradient-descent/08_week-2-conclusion.mp4 2.3 MB
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machine-learning-calculus/01_week-1-derivatives-and-optimization/04_programming-assignment-optimizing-functions-of-one-variable-cost-minimization/02_optional-partial-grading-for-assignments_instructions.html 253.0 KB
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machine-learning-linear-algebra/03_week-3-vectors-and-linear-transformations/02_linear-transformations/07_neural-networks-and-matrices.en.srt 13.4 KB
machine-learning-calculus/01_week-1-derivatives-and-optimization/03_lesson-2-optimization/05_optimization-of-log-loss-part-1.en.srt 13.3 KB
machine-learning-calculus/03_week-3-optimization-in-neural-networks-and-newtons-method/02_lesson-2-newtons-method/03_the-second-derivative.en.srt 12.7 KB
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machine-learning-linear-algebra/02_week-2-solving-system-of-linear-equations/01_solving-system-of-linear-equations-elimination/03_solving-non-singular-system-of-linear-equations.en.srt 11.1 KB
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