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001 Introduction.html
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HTML
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2.6 KB
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001 Segment Intro.mp4
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4.4 MB
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001 Segment Intro_en.srt
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3.5 KB
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002 Applying Matrices.mp4
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18.8 MB
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002 Applying Matrices_en.srt
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8.4 KB
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002 Binary Classification.mp4
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16.5 MB
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002 Binary Classification_en.srt
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11.9 KB
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002 Intro to Differential Calculus.mp4
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52.5 MB
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002 Intro to Differential Calculus_en.srt
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15.6 KB
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002 Singular Value Decomposition.mp4
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76.6 MB
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002 Singular Value Decomposition_en.srt
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11.2 KB
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002 Tensor Transposition.mp4
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10.3 MB
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002 Tensor Transposition_en.srt
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4.1 KB
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002 The Delta Method.mp4
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45.9 MB
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002 The Delta Method_en.srt
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17.9 KB
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002 The Frobenius Norm.mp4
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15.7 MB
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002 The Frobenius Norm_en.srt
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5.8 KB
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002 What Automatic Differentiation Is.mp4
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12.2 MB
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002 What Automatic Differentiation Is_en.srt
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5.8 KB
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002 What Linear Algebra Is.mp4
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133 MB
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002 What Linear Algebra Is_en.srt
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28.2 KB
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002 What Partial Derivatives Are.mp4
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180.4 MB
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002 What Partial Derivatives Are_en.srt
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35.1 KB
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003 Affine Transformations.mp4
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95.9 MB
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003 Affine Transformations_en.srt
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21.1 KB
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003 Autodiff with PyTorch.mp4
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14.9 MB
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003 Autodiff with PyTorch_en.srt
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7.4 KB
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003 Basic Tensor Arithmetic, incl. the Hadamard Product.mp4
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18.3 MB
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003 Basic Tensor Arithmetic, incl. the Hadamard Product_en.srt
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6.6 KB
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003 Data Compression with SVD.mp4
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97 MB
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003 Data Compression with SVD_en.srt
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12.1 KB
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003 How Derivatives Arise from Limits.mp4
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66 MB
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003 How Derivatives Arise from Limits_en.srt
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15.4 KB
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003 Intro to Integral Calculus.mp4
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15.9 MB
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003 Intro to Integral Calculus_en.srt
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3.2 KB
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003 Matrix Multiplication.mp4
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70.5 MB
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003 Matrix Multiplication_en.srt
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28.8 KB
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003 Partial Derivative Exercises.mp4
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26.9 MB
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003 Partial Derivative Exercises_en.srt
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7.4 KB
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003 Plotting a System of Linear Equations.mp4
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57.1 MB
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003 Plotting a System of Linear Equations_en.srt
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11.4 KB
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003 The Confusion Matrix.mp4
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4 MB
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003 The Confusion Matrix_en.srt
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3.3 KB
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004 Autodiff with TensorFlow.mp4
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11.3 MB
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004 Autodiff with TensorFlow_en.srt
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4.5 KB
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004 Calculating Partial Derivatives with Autodiff.mp4
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28.8 MB
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004 Calculating Partial Derivatives with Autodiff_en.srt
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6.6 KB
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004 Derivative Notation.mp4
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11.9 MB
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004 Derivative Notation_en.srt
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5.2 KB
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004 Eigenvectors and Eigenvalues.mp4
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202.3 MB
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004 Eigenvectors and Eigenvalues_en.srt
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28.4 KB
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004 Linear Algebra Exercise.mp4
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37.5 MB
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004 Linear Algebra Exercise_en.srt
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6.5 KB
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004 Symmetric and Identity Matrices.mp4
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004 Symmetric and Identity Matrices_en.srt
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5.6 KB
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004 Tensor Reduction.mp4
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7.7 MB
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004 Tensor Reduction_en.srt
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3.9 KB
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004 The Method of Exhaustion.mp4
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53.6 MB
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004 The Method of Exhaustion_en.srt
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8 KB
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004 The Moore-Penrose Pseudoinverse.mp4
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97.7 MB
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004 The Moore-Penrose Pseudoinverse_en.srt
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13.9 KB
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004 The Receiver-Operating Characteristic (ROC) Curve.mp4
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18.4 MB
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004 The Receiver-Operating Characteristic (ROC) Curve_en.srt
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12.6 KB
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005 Advanced Partial Derivatives.mp4
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43.9 MB
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005 Advanced Partial Derivatives_en.srt
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17.1 KB
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005 Calculus of the Infinitesimals.mp4
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75.3 MB
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005 Calculus of the Infinitesimals_en.srt
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11.4 KB
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005 Matrix Determinants.mp4
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45.4 MB
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005 Matrix Determinants_en.srt
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005 Matrix Multiplication Exercises.mp4
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11.8 MB
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005 Matrix Multiplication Exercises_en.srt
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8.4 KB
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005 Regression with the Pseudoinverse.mp4
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134.2 MB
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005 Regression with the Pseudoinverse_en.srt
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21.5 KB
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005 Tensors.mp4
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8.9 MB
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005 Tensors_en.srt
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3.2 KB
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005 The Derivative of a Constant.mp4
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9.3 MB
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005 The Derivative of a Constant_en.srt
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2 KB
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005 The Dot Product.mp4
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16 MB
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005 The Dot Product_en.srt
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6.2 KB
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005 The Line Equation as a Tensor Graph.mp4
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116.6 MB
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005 The Line Equation as a Tensor Graph_en.srt
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24.3 KB
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005 What Integral Calculus Is.mp4
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36.8 MB
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005 What Integral Calculus Is_en.srt
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7.3 KB
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006 Advanced Partial-Derivative Exercises.mp4
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14.1 MB
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006 Advanced Partial-Derivative Exercises_en.srt
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7.3 KB
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006 Calculus Applications.mp4
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70.1 MB
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006 Calculus Applications_en.srt
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11.1 KB
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006 Determinants of Larger Matrices.mp4
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53.9 MB
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006 Determinants of Larger Matrices_en.srt
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9.5 KB
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006 Exercises on Tensor Operations.mp4
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12.8 MB
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006 Exercises on Tensor Operations_en.srt
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3 KB
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006 Machine Learning with Autodiff.mp4
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213.1 MB
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006 Machine Learning with Autodiff_en.srt
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47.3 KB
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006 Matrix Inversion.mp4
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74.5 MB
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006 Matrix Inversion_en.srt
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19.8 KB
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006 Scalars.mp4
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92.1 MB
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006 Scalars_en.srt
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15.9 KB
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006 The Integral Calculus Rules.mp4
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8.7 MB
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006 The Integral Calculus Rules_en.srt
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7.4 KB
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006 The Power Rule.mp4
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2.8 MB
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006 The Power Rule_en.srt
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1.4 KB
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006 The Trace Operator.mp4
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38.8 MB
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006 The Trace Operator_en.srt
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5.7 KB
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007 Calculating Limits.mp4
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102.4 MB
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007 Calculating Limits_en.srt
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20.7 KB
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007 Determinant Exercises.mp4
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27.4 MB
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007 Determinant Exercises_en.srt
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5.2 KB
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007 Diagonal Matrices.mp4
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8.2 MB
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007 Diagonal Matrices_en.srt
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3.7 KB
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007 Indefinite Integral Exercises.mp4
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4.7 MB
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007 Indefinite Integral Exercises_en.srt
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3.7 KB
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007 Partial Derivative Notation.mp4
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4.4 MB
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007 Partial Derivative Notation_en.srt
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3.1 KB
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007 Principal Component Analysis (PCA).mp4
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64.8 MB
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007 Principal Component Analysis (PCA)_en.srt
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9.9 KB
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007 Solving Linear Systems with Substitution.mp4
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14.7 MB
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007 Solving Linear Systems with Substitution_en.srt
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11.6 KB
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007 The Constant Multiple Rule.mp4
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6.9 MB
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007 The Constant Multiple Rule_en.srt
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3.9 KB
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007 Vectors and Vector Transposition.mp4
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49.2 MB
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007 Vectors and Vector Transposition_en.srt
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13.2 KB
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008 Definite Integrals.mp4
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12.1 MB
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008 Definite Integrals_en.srt
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7.9 KB
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008 Determinants and Eigenvalues.mp4
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89.3 MB
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008 Determinants and Eigenvalues_en.srt
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16.4 KB
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008 Exercises on Limits.mp4
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30.4 MB
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008 Exercises on Limits_en.srt
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7.2 KB
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008 Norms and Unit Vectors.mp4
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64.9 MB
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008 Norms and Unit Vectors_en.srt
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17 KB
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008 Orthogonal Matrices.mp4
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11.2 MB
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008 Orthogonal Matrices_en.srt
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6 KB
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008 Resources for Further Study of Linear Algebra.mp4
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31.7 MB
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008 Resources for Further Study of Linear Algebra_en.srt
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6.6 KB
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008 Solving Linear Systems with Elimination.mp4
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17.5 MB
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008 Solving Linear Systems with Elimination_en.srt
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13.9 KB
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008 The Chain Rule for Partial Derivatives.mp4
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19.1 MB
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008 The Chain Rule for Partial Derivatives_en.srt
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10.5 KB
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008 The Sum Rule.mp4
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8.6 MB
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008 The Sum Rule_en.srt
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3 KB
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009 Basis, Orthogonal, and Orthonormal Vectors.mp4
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8.9 MB
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009 Basis, Orthogonal, and Orthonormal Vectors_en.srt
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5.5 KB
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009 Eigendecomposition.mp4
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83.9 MB
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009 Eigendecomposition_en.srt
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12.9 KB
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009 Exercises on Derivative Rules.mp4
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32.5 MB
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009 Exercises on Derivative Rules_en.srt
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14.6 KB
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009 Exercises on the Multivariate Chain Rule.mp4
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13.8 MB
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009 Exercises on the Multivariate Chain Rule_en.srt
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6.3 KB
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009 Numeric Integration with Python.mp4
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13 MB
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009 Numeric Integration with Python_en.srt
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5.9 KB
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009 Orthogonal Matrix Exercises.mp4
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47.4 MB
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009 Orthogonal Matrix Exercises_en.srt
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16.5 KB
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009 Visualizing Linear Systems.mp4
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29.9 MB
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009 Visualizing Linear Systems_en.srt
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13.4 KB
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010 Definite Integral Exercise.mp4
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16.9 MB
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010 Definite Integral Exercise_en.srt
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5.3 KB
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010 Eigenvector and Eigenvalue Applications.mp4
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75.8 MB
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010 Eigenvector and Eigenvalue Applications_en.srt
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13.8 KB
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010 Matrix Tensors.mp4
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45.2 MB
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010 Matrix Tensors_en.srt
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9.6 KB
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010 Point-by-Point Regression.mp4
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90.7 MB
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010 Point-by-Point Regression_en.srt
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19.5 KB
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010 The Product Rule.mp4
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10.1 MB
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010 The Product Rule_en.srt
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4.5 KB
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011 Finding the Area Under the ROC Curve.mp4
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7.7 MB
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011 Finding the Area Under the ROC Curve_en.srt
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4.3 KB
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011 Generic Tensor Notation.mp4
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27.1 MB
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011 Generic Tensor Notation_en.srt
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8.3 KB
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011 The Gradient of Quadratic Cost.mp4
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54.1 MB
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011 The Gradient of Quadratic Cost_en.srt
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18.3 KB
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011 The Quotient Rule.mp4
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8.9 MB
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011 The Quotient Rule_en.srt
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4.8 KB
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012 Descending the Gradient of Cost.mp4
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72 MB
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012 Descending the Gradient of Cost_en.srt
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17.2 KB
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012 Exercises on Algebra Data Structures.mp4
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6.5 MB
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012 Exercises on Algebra Data Structures_en.srt
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2.7 KB
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012 Resources for the Further Study of Calculus.mp4
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7.6 MB
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012 Resources for the Further Study of Calculus_en.srt
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5.2 KB
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012 The Chain Rule.mp4
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17.4 MB
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012 The Chain Rule_en.srt
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7.7 KB
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013 Advanced Exercises on Derivative Rules.mp4
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38.8 MB
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013 Advanced Exercises on Derivative Rules_en.srt
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13.8 KB
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013 More Lectures are on their Way_.mp4
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7.6 MB
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013 More Lectures are on their Way__en.srt
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614.4 B
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013 The Gradient of Mean Squared Error.mp4
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166.5 MB
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013 The Gradient of Mean Squared Error_en.srt
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31.8 KB
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014 Backpropagation.mp4
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22.9 MB
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014 Backpropagation_en.srt
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8.1 KB
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014 The Power Rule on a Function Chain.mp4
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19.2 MB
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014 The Power Rule on a Function Chain_en.srt
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5.9 KB
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015 Higher-Order Partial Derivatives.mp4
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30.3 MB
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015 Higher-Order Partial Derivatives_en.srt
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16 KB
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016 Exercise on Higher-Order Partial Derivatives.mp4
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5.6 MB
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016 Exercise on Higher-Order Partial Derivatives_en.srt
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4.1 KB
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Bonus Resources.txt
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TXT
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307.2 B
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Get Bonus Downloads Here.url
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URL
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204.8 B
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external-assets-links.txt
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TXT
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102.4 B
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