[ CourseMega.com ] Udemy - Mathematical Foundations of Machine Learning (Updated 09 - 2021)

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~Get Your Files Here !/01 - Data Structures for Linear Algebra/001 Introduction.html

2.6 kB

~Get Your Files Here !/01 - Data Structures for Linear Algebra/002 What Linear Algebra Is.mp4

133 MB

~Get Your Files Here !/01 - Data Structures for Linear Algebra/002 What Linear Algebra Is_en.srt

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~Get Your Files Here !/01 - Data Structures for Linear Algebra/003 Plotting a System of Linear Equations.mp4

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~Get Your Files Here !/01 - Data Structures for Linear Algebra/003 Plotting a System of Linear Equations_en.srt

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~Get Your Files Here !/01 - Data Structures for Linear Algebra/004 Linear Algebra Exercise.mp4

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~Get Your Files Here !/01 - Data Structures for Linear Algebra/004 Linear Algebra Exercise_en.srt

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~Get Your Files Here !/01 - Data Structures for Linear Algebra/005 Tensors.mp4

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~Get Your Files Here !/01 - Data Structures for Linear Algebra/006 Scalars.mp4

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~Get Your Files Here !/01 - Data Structures for Linear Algebra/006 Scalars_en.srt

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~Get Your Files Here !/01 - Data Structures for Linear Algebra/007 Vectors and Vector Transposition.mp4

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~Get Your Files Here !/01 - Data Structures for Linear Algebra/008 Norms and Unit Vectors.mp4

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~Get Your Files Here !/01 - Data Structures for Linear Algebra/009 Basis, Orthogonal, and Orthonormal Vectors.mp4

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~Get Your Files Here !/01 - Data Structures for Linear Algebra/009 Basis, Orthogonal, and Orthonormal Vectors_en.srt

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~Get Your Files Here !/01 - Data Structures for Linear Algebra/010 Matrix Tensors.mp4

45 MB

~Get Your Files Here !/01 - Data Structures for Linear Algebra/010 Matrix Tensors_en.srt

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~Get Your Files Here !/01 - Data Structures for Linear Algebra/011 Generic Tensor Notation.mp4

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~Get Your Files Here !/01 - Data Structures for Linear Algebra/011 Generic Tensor Notation_en.srt

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~Get Your Files Here !/01 - Data Structures for Linear Algebra/012 Exercises on Algebra Data Structures.mp4

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~Get Your Files Here !/01 - Data Structures for Linear Algebra/012 Exercises on Algebra Data Structures_en.srt

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~Get Your Files Here !/01 - Data Structures for Linear Algebra/external-assets-links.txt

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~Get Your Files Here !/02 - Tensor Operations/001 Segment Intro.mp4

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~Get Your Files Here !/02 - Tensor Operations/001 Segment Intro_en.srt

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~Get Your Files Here !/02 - Tensor Operations/002 Tensor Transposition.mp4

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~Get Your Files Here !/02 - Tensor Operations/002 Tensor Transposition_en.srt

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~Get Your Files Here !/02 - Tensor Operations/003 Basic Tensor Arithmetic, incl. the Hadamard Product.mp4

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~Get Your Files Here !/02 - Tensor Operations/003 Basic Tensor Arithmetic, incl. the Hadamard Product_en.srt

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~Get Your Files Here !/02 - Tensor Operations/004 Tensor Reduction.mp4

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~Get Your Files Here !/02 - Tensor Operations/005 The Dot Product.mp4

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~Get Your Files Here !/02 - Tensor Operations/006 Exercises on Tensor Operations.mp4

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~Get Your Files Here !/02 - Tensor Operations/007 Solving Linear Systems with Substitution.mp4

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~Get Your Files Here !/02 - Tensor Operations/008 Solving Linear Systems with Elimination.mp4

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~Get Your Files Here !/02 - Tensor Operations/008 Solving Linear Systems with Elimination_en.srt

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~Get Your Files Here !/02 - Tensor Operations/009 Visualizing Linear Systems.mp4

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~Get Your Files Here !/03 - Matrix Properties/001 Segment Intro.mp4

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~Get Your Files Here !/03 - Matrix Properties/001 Segment Intro_en.srt

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~Get Your Files Here !/03 - Matrix Properties/002 The Frobenius Norm.mp4

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~Get Your Files Here !/03 - Matrix Properties/002 The Frobenius Norm_en.srt

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~Get Your Files Here !/03 - Matrix Properties/003 Matrix Multiplication.mp4

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~Get Your Files Here !/03 - Matrix Properties/003 Matrix Multiplication_en.srt

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~Get Your Files Here !/03 - Matrix Properties/004 Symmetric and Identity Matrices.mp4

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~Get Your Files Here !/03 - Matrix Properties/005 Matrix Multiplication Exercises.mp4

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~Get Your Files Here !/03 - Matrix Properties/005 Matrix Multiplication Exercises_en.srt

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~Get Your Files Here !/03 - Matrix Properties/006 Matrix Inversion.mp4

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~Get Your Files Here !/03 - Matrix Properties/006 Matrix Inversion_en.srt

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~Get Your Files Here !/03 - Matrix Properties/007 Diagonal Matrices.mp4

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~Get Your Files Here !/03 - Matrix Properties/007 Diagonal Matrices_en.srt

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~Get Your Files Here !/03 - Matrix Properties/008 Orthogonal Matrices.mp4

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~Get Your Files Here !/03 - Matrix Properties/008 Orthogonal Matrices_en.srt

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~Get Your Files Here !/03 - Matrix Properties/009 Orthogonal Matrix Exercises.mp4

47 MB

~Get Your Files Here !/03 - Matrix Properties/009 Orthogonal Matrix Exercises_en.srt

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~Get Your Files Here !/04 - Eigenvectors and Eigenvalues/001 Segment Intro.mp4

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~Get Your Files Here !/04 - Eigenvectors and Eigenvalues/001 Segment Intro_en.srt

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~Get Your Files Here !/04 - Eigenvectors and Eigenvalues/002 Applying Matrices.mp4

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~Get Your Files Here !/04 - Eigenvectors and Eigenvalues/002 Applying Matrices_en.srt

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~Get Your Files Here !/04 - Eigenvectors and Eigenvalues/003 Affine Transformations.mp4

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~Get Your Files Here !/04 - Eigenvectors and Eigenvalues/003 Affine Transformations_en.srt

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~Get Your Files Here !/04 - Eigenvectors and Eigenvalues/004 Eigenvectors and Eigenvalues.mp4

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~Get Your Files Here !/04 - Eigenvectors and Eigenvalues/004 Eigenvectors and Eigenvalues_en.srt

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~Get Your Files Here !/04 - Eigenvectors and Eigenvalues/005 Matrix Determinants.mp4

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~Get Your Files Here !/04 - Eigenvectors and Eigenvalues/005 Matrix Determinants_en.srt

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~Get Your Files Here !/04 - Eigenvectors and Eigenvalues/006 Determinants of Larger Matrices.mp4

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~Get Your Files Here !/04 - Eigenvectors and Eigenvalues/006 Determinants of Larger Matrices_en.srt

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~Get Your Files Here !/04 - Eigenvectors and Eigenvalues/007 Determinant Exercises.mp4

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~Get Your Files Here !/04 - Eigenvectors and Eigenvalues/007 Determinant Exercises_en.srt

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~Get Your Files Here !/04 - Eigenvectors and Eigenvalues/008 Determinants and Eigenvalues.mp4

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~Get Your Files Here !/04 - Eigenvectors and Eigenvalues/008 Determinants and Eigenvalues_en.srt

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~Get Your Files Here !/04 - Eigenvectors and Eigenvalues/009 Eigendecomposition.mp4

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~Get Your Files Here !/04 - Eigenvectors and Eigenvalues/009 Eigendecomposition_en.srt

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~Get Your Files Here !/04 - Eigenvectors and Eigenvalues/010 Eigenvector and Eigenvalue Applications.mp4

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~Get Your Files Here !/04 - Eigenvectors and Eigenvalues/010 Eigenvector and Eigenvalue Applications_en.srt

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~Get Your Files Here !/05 - Matrix Operations for Machine Learning/001 Segment Intro.mp4

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~Get Your Files Here !/05 - Matrix Operations for Machine Learning/001 Segment Intro_en.srt

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~Get Your Files Here !/05 - Matrix Operations for Machine Learning/002 Singular Value Decomposition.mp4

77 MB

~Get Your Files Here !/05 - Matrix Operations for Machine Learning/002 Singular Value Decomposition_en.srt

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~Get Your Files Here !/05 - Matrix Operations for Machine Learning/003 Data Compression with SVD.mp4

97 MB

~Get Your Files Here !/05 - Matrix Operations for Machine Learning/003 Data Compression with SVD_en.srt

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~Get Your Files Here !/05 - Matrix Operations for Machine Learning/004 The Moore-Penrose Pseudoinverse.mp4

98 MB

~Get Your Files Here !/05 - Matrix Operations for Machine Learning/004 The Moore-Penrose Pseudoinverse_en.srt

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~Get Your Files Here !/05 - Matrix Operations for Machine Learning/005 Regression with the Pseudoinverse.mp4

134 MB

~Get Your Files Here !/05 - Matrix Operations for Machine Learning/005 Regression with the Pseudoinverse_en.srt

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~Get Your Files Here !/05 - Matrix Operations for Machine Learning/006 The Trace Operator.mp4

39 MB

~Get Your Files Here !/05 - Matrix Operations for Machine Learning/006 The Trace Operator_en.srt

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~Get Your Files Here !/05 - Matrix Operations for Machine Learning/007 Principal Component Analysis (PCA).mp4

65 MB

~Get Your Files Here !/05 - Matrix Operations for Machine Learning/007 Principal Component Analysis (PCA)_en.srt

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~Get Your Files Here !/05 - Matrix Operations for Machine Learning/008 Resources for Further Study of Linear Algebra.mp4

32 MB

~Get Your Files Here !/05 - Matrix Operations for Machine Learning/008 Resources for Further Study of Linear Algebra_en.srt

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~Get Your Files Here !/06 - Limits/001 Segment Intro.mp4

24 MB

~Get Your Files Here !/06 - Limits/001 Segment Intro_en.srt

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~Get Your Files Here !/06 - Limits/002 Intro to Differential Calculus.mp4

52 MB

~Get Your Files Here !/06 - Limits/002 Intro to Differential Calculus_en.srt

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~Get Your Files Here !/06 - Limits/003 Intro to Integral Calculus.mp4

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~Get Your Files Here !/06 - Limits/003 Intro to Integral Calculus_en.srt

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~Get Your Files Here !/06 - Limits/004 The Method of Exhaustion.mp4

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~Get Your Files Here !/06 - Limits/004 The Method of Exhaustion_en.srt

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~Get Your Files Here !/06 - Limits/005 Calculus of the Infinitesimals.mp4

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~Get Your Files Here !/06 - Limits/005 Calculus of the Infinitesimals_en.srt

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~Get Your Files Here !/06 - Limits/006 Calculus Applications.mp4

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~Get Your Files Here !/06 - Limits/006 Calculus Applications_en.srt

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~Get Your Files Here !/06 - Limits/007 Calculating Limits.mp4

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~Get Your Files Here !/06 - Limits/007 Calculating Limits_en.srt

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~Get Your Files Here !/06 - Limits/008 Exercises on Limits.mp4

30 MB

~Get Your Files Here !/06 - Limits/008 Exercises on Limits_en.srt

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~Get Your Files Here !/07 - Derivatives and Differentiation/001 Segment Intro.mp4

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~Get Your Files Here !/07 - Derivatives and Differentiation/001 Segment Intro_en.srt

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~Get Your Files Here !/07 - Derivatives and Differentiation/002 The Delta Method.mp4

46 MB

~Get Your Files Here !/07 - Derivatives and Differentiation/002 The Delta Method_en.srt

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~Get Your Files Here !/07 - Derivatives and Differentiation/003 How Derivatives Arise from Limits.mp4

66 MB

~Get Your Files Here !/07 - Derivatives and Differentiation/003 How Derivatives Arise from Limits_en.srt

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~Get Your Files Here !/07 - Derivatives and Differentiation/004 Derivative Notation.mp4

12 MB

~Get Your Files Here !/07 - Derivatives and Differentiation/004 Derivative Notation_en.srt

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~Get Your Files Here !/07 - Derivatives and Differentiation/005 The Derivative of a Constant.mp4

9.3 MB

~Get Your Files Here !/07 - Derivatives and Differentiation/005 The Derivative of a Constant_en.srt

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~Get Your Files Here !/07 - Derivatives and Differentiation/006 The Power Rule.mp4

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~Get Your Files Here !/07 - Derivatives and Differentiation/006 The Power Rule_en.srt

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~Get Your Files Here !/07 - Derivatives and Differentiation/007 The Constant Multiple Rule.mp4

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~Get Your Files Here !/07 - Derivatives and Differentiation/007 The Constant Multiple Rule_en.srt

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~Get Your Files Here !/07 - Derivatives and Differentiation/008 The Sum Rule.mp4

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~Get Your Files Here !/07 - Derivatives and Differentiation/008 The Sum Rule_en.srt

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~Get Your Files Here !/07 - Derivatives and Differentiation/009 Exercises on Derivative Rules.mp4

32 MB

~Get Your Files Here !/07 - Derivatives and Differentiation/009 Exercises on Derivative Rules_en.srt

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~Get Your Files Here !/07 - Derivatives and Differentiation/010 The Product Rule.mp4

10 MB

~Get Your Files Here !/07 - Derivatives and Differentiation/010 The Product Rule_en.srt

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~Get Your Files Here !/07 - Derivatives and Differentiation/011 The Quotient Rule.mp4

8.9 MB

~Get Your Files Here !/07 - Derivatives and Differentiation/011 The Quotient Rule_en.srt

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~Get Your Files Here !/07 - Derivatives and Differentiation/012 The Chain Rule.mp4

17 MB

~Get Your Files Here !/07 - Derivatives and Differentiation/012 The Chain Rule_en.srt

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~Get Your Files Here !/07 - Derivatives and Differentiation/013 Advanced Exercises on Derivative Rules.mp4

39 MB

~Get Your Files Here !/07 - Derivatives and Differentiation/013 Advanced Exercises on Derivative Rules_en.srt

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~Get Your Files Here !/07 - Derivatives and Differentiation/014 The Power Rule on a Function Chain.mp4

19 MB

~Get Your Files Here !/07 - Derivatives and Differentiation/014 The Power Rule on a Function Chain_en.srt

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~Get Your Files Here !/08 - Automatic Differentiation/001 Segment Intro.mp4

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~Get Your Files Here !/08 - Automatic Differentiation/001 Segment Intro_en.srt

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~Get Your Files Here !/08 - Automatic Differentiation/002 What Automatic Differentiation Is.mp4

12 MB

~Get Your Files Here !/08 - Automatic Differentiation/002 What Automatic Differentiation Is_en.srt

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~Get Your Files Here !/08 - Automatic Differentiation/003 Autodiff with PyTorch.mp4

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~Get Your Files Here !/08 - Automatic Differentiation/003 Autodiff with PyTorch_en.srt

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~Get Your Files Here !/08 - Automatic Differentiation/004 Autodiff with TensorFlow.mp4

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~Get Your Files Here !/08 - Automatic Differentiation/004 Autodiff with TensorFlow_en.srt

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~Get Your Files Here !/08 - Automatic Differentiation/005 The Line Equation as a Tensor Graph.mp4

117 MB

~Get Your Files Here !/08 - Automatic Differentiation/005 The Line Equation as a Tensor Graph_en.srt

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~Get Your Files Here !/08 - Automatic Differentiation/006 Machine Learning with Autodiff.mp4

213 MB

~Get Your Files Here !/08 - Automatic Differentiation/006 Machine Learning with Autodiff_en.srt

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~Get Your Files Here !/09 - Partial Derivative Calculus/001 Segment Intro.mp4

135 MB

~Get Your Files Here !/09 - Partial Derivative Calculus/001 Segment Intro_en.srt

29 kB

~Get Your Files Here !/09 - Partial Derivative Calculus/002 What Partial Derivatives Are.mp4

180 MB

~Get Your Files Here !/09 - Partial Derivative Calculus/002 What Partial Derivatives Are_en.srt

35 kB

~Get Your Files Here !/09 - Partial Derivative Calculus/003 Partial Derivative Exercises.mp4

27 MB

~Get Your Files Here !/09 - Partial Derivative Calculus/003 Partial Derivative Exercises_en.srt

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~Get Your Files Here !/09 - Partial Derivative Calculus/004 Calculating Partial Derivatives with Autodiff.mp4

29 MB

~Get Your Files Here !/09 - Partial Derivative Calculus/004 Calculating Partial Derivatives with Autodiff_en.srt

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~Get Your Files Here !/09 - Partial Derivative Calculus/005 Advanced Partial Derivatives.mp4

44 MB

~Get Your Files Here !/09 - Partial Derivative Calculus/005 Advanced Partial Derivatives_en.srt

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~Get Your Files Here !/09 - Partial Derivative Calculus/006 Advanced Partial-Derivative Exercises.mp4

14 MB

~Get Your Files Here !/09 - Partial Derivative Calculus/006 Advanced Partial-Derivative Exercises_en.srt

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~Get Your Files Here !/09 - Partial Derivative Calculus/007 Partial Derivative Notation.mp4

4.4 MB

~Get Your Files Here !/09 - Partial Derivative Calculus/007 Partial Derivative Notation_en.srt

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~Get Your Files Here !/09 - Partial Derivative Calculus/008 The Chain Rule for Partial Derivatives.mp4

19 MB

~Get Your Files Here !/09 - Partial Derivative Calculus/008 The Chain Rule for Partial Derivatives_en.srt

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~Get Your Files Here !/09 - Partial Derivative Calculus/009 Exercises on the Multivariate Chain Rule.mp4

14 MB

~Get Your Files Here !/09 - Partial Derivative Calculus/009 Exercises on the Multivariate Chain Rule_en.srt

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~Get Your Files Here !/09 - Partial Derivative Calculus/010 Point-by-Point Regression.mp4

91 MB

~Get Your Files Here !/09 - Partial Derivative Calculus/010 Point-by-Point Regression_en.srt

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~Get Your Files Here !/09 - Partial Derivative Calculus/011 The Gradient of Quadratic Cost.mp4

54 MB

~Get Your Files Here !/09 - Partial Derivative Calculus/011 The Gradient of Quadratic Cost_en.srt

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~Get Your Files Here !/09 - Partial Derivative Calculus/012 Descending the Gradient of Cost.mp4

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~Get Your Files Here !/09 - Partial Derivative Calculus/012 Descending the Gradient of Cost_en.srt

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~Get Your Files Here !/09 - Partial Derivative Calculus/013 The Gradient of Mean Squared Error.mp4

166 MB

~Get Your Files Here !/09 - Partial Derivative Calculus/013 The Gradient of Mean Squared Error_en.srt

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~Get Your Files Here !/09 - Partial Derivative Calculus/014 Backpropagation.mp4

23 MB

~Get Your Files Here !/09 - Partial Derivative Calculus/014 Backpropagation_en.srt

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~Get Your Files Here !/09 - Partial Derivative Calculus/015 Higher-Order Partial Derivatives.mp4

30 MB

~Get Your Files Here !/09 - Partial Derivative Calculus/015 Higher-Order Partial Derivatives_en.srt

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~Get Your Files Here !/09 - Partial Derivative Calculus/016 Exercise on Higher-Order Partial Derivatives.mp4

5.6 MB

~Get Your Files Here !/09 - Partial Derivative Calculus/016 Exercise on Higher-Order Partial Derivatives_en.srt

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~Get Your Files Here !/10 - Integral Calculus/001 Segment Intro.mp4

4.4 MB

~Get Your Files Here !/10 - Integral Calculus/001 Segment Intro_en.srt

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~Get Your Files Here !/10 - Integral Calculus/002 Binary Classification.mp4

16 MB

~Get Your Files Here !/10 - Integral Calculus/002 Binary Classification_en.srt

12 kB

~Get Your Files Here !/10 - Integral Calculus/003 The Confusion Matrix.mp4

4.0 MB

~Get Your Files Here !/10 - Integral Calculus/003 The Confusion Matrix_en.srt

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~Get Your Files Here !/10 - Integral Calculus/004 The Receiver-Operating Characteristic (ROC) Curve.mp4

18 MB

~Get Your Files Here !/10 - Integral Calculus/004 The Receiver-Operating Characteristic (ROC) Curve_en.srt

13 kB

~Get Your Files Here !/10 - Integral Calculus/005 What Integral Calculus Is.mp4

37 MB

~Get Your Files Here !/10 - Integral Calculus/005 What Integral Calculus Is_en.srt

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~Get Your Files Here !/10 - Integral Calculus/006 The Integral Calculus Rules.mp4

8.7 MB

~Get Your Files Here !/10 - Integral Calculus/006 The Integral Calculus Rules_en.srt

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~Get Your Files Here !/10 - Integral Calculus/007 Indefinite Integral Exercises.mp4

4.7 MB

~Get Your Files Here !/10 - Integral Calculus/007 Indefinite Integral Exercises_en.srt

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~Get Your Files Here !/10 - Integral Calculus/008 Definite Integrals.mp4

12 MB

~Get Your Files Here !/10 - Integral Calculus/008 Definite Integrals_en.srt

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~Get Your Files Here !/10 - Integral Calculus/009 Numeric Integration with Python.mp4

13 MB

~Get Your Files Here !/10 - Integral Calculus/009 Numeric Integration with Python_en.srt

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~Get Your Files Here !/10 - Integral Calculus/010 Definite Integral Exercise.mp4

17 MB

~Get Your Files Here !/10 - Integral Calculus/010 Definite Integral Exercise_en.srt

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~Get Your Files Here !/10 - Integral Calculus/011 Finding the Area Under the ROC Curve.mp4

7.7 MB

~Get Your Files Here !/10 - Integral Calculus/011 Finding the Area Under the ROC Curve_en.srt

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~Get Your Files Here !/10 - Integral Calculus/012 Resources for the Further Study of Calculus.mp4

7.6 MB

~Get Your Files Here !/10 - Integral Calculus/012 Resources for the Further Study of Calculus_en.srt

5.2 kB

~Get Your Files Here !/10 - Integral Calculus/013 More Lectures are on their Way_.mp4

7.6 MB

~Get Your Files Here !/10 - Integral Calculus/013 More Lectures are on their Way__en.srt

612 B

~Get Your Files Here !/Bonus Resources.txt

357 B