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Udemy - Mathematical Foundations of Machine Learning (Updated 09 - 2021)

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Udemy - Mathematical Foundations of Machine Learning (Updated 09 - 2021)

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English

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4.3 GB

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June 1, 2023, 9:13 p.m.

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Files:

Get Bonus Downloads Here.url 180 bytes
001 Introduction.html 2.6 KB
002 What Linear Algebra Is.mp4 133.0 MB
002 What Linear Algebra Is_en.srt 28.2 KB
003 Plotting a System of Linear Equations.mp4 57.1 MB
003 Plotting a System of Linear Equations_en.srt 11.4 KB
004 Linear Algebra Exercise.mp4 37.5 MB
004 Linear Algebra Exercise_en.srt 6.5 KB
005 Tensors.mp4 8.9 MB
005 Tensors_en.srt 3.2 KB
006 Scalars.mp4 92.1 MB
006 Scalars_en.srt 15.9 KB
007 Vectors and Vector Transposition.mp4 49.2 MB
007 Vectors and Vector Transposition_en.srt 13.2 KB
008 Norms and Unit Vectors.mp4 64.9 MB
008 Norms and Unit Vectors_en.srt 17.0 KB
009 Basis, Orthogonal, and Orthonormal Vectors.mp4 8.9 MB
009 Basis, Orthogonal, and Orthonormal Vectors_en.srt 5.5 KB
010 Matrix Tensors.mp4 45.2 MB
010 Matrix Tensors_en.srt 9.6 KB
011 Generic Tensor Notation.mp4 27.1 MB
011 Generic Tensor Notation_en.srt 8.3 KB
012 Exercises on Algebra Data Structures.mp4 6.5 MB
012 Exercises on Algebra Data Structures_en.srt 2.7 KB
external-assets-links.txt 70 bytes
001 Segment Intro.mp4 2.0 MB
001 Segment Intro_en.srt 1.8 KB
002 Tensor Transposition.mp4 10.3 MB
002 Tensor Transposition_en.srt 4.1 KB
003 Basic Tensor Arithmetic, incl. the Hadamard Product.mp4 18.3 MB
003 Basic Tensor Arithmetic, incl. the Hadamard Product_en.srt 6.6 KB
004 Tensor Reduction.mp4 7.7 MB
004 Tensor Reduction_en.srt 3.9 KB
005 The Dot Product.mp4 16.0 MB
005 The Dot Product_en.srt 6.2 KB
006 Exercises on Tensor Operations.mp4 12.8 MB
006 Exercises on Tensor Operations_en.srt 3.0 KB
007 Solving Linear Systems with Substitution.mp4 14.7 MB
007 Solving Linear Systems with Substitution_en.srt 11.6 KB
008 Solving Linear Systems with Elimination.mp4 17.5 MB
008 Solving Linear Systems with Elimination_en.srt 13.9 KB
009 Visualizing Linear Systems.mp4 29.9 MB
009 Visualizing Linear Systems_en.srt 13.4 KB
001 Segment Intro.mp4 3.2 MB
001 Segment Intro_en.srt 2.8 KB
002 The Frobenius Norm.mp4 15.7 MB
002 The Frobenius Norm_en.srt 5.8 KB
003 Matrix Multiplication.mp4 70.5 MB
003 Matrix Multiplication_en.srt 28.8 KB
004 Symmetric and Identity Matrices.mp4 8.6 MB
004 Symmetric and Identity Matrices_en.srt 5.6 KB
005 Matrix Multiplication Exercises.mp4 11.8 MB
005 Matrix Multiplication Exercises_en.srt 8.4 KB
006 Matrix Inversion.mp4 74.5 MB
006 Matrix Inversion_en.srt 19.8 KB
007 Diagonal Matrices.mp4 8.2 MB
007 Diagonal Matrices_en.srt 3.7 KB
008 Orthogonal Matrices.mp4 11.2 MB
008 Orthogonal Matrices_en.srt 6.0 KB
009 Orthogonal Matrix Exercises.mp4 47.4 MB
009 Orthogonal Matrix Exercises_en.srt 16.5 KB
001 Segment Intro.mp4 101.5 MB
001 Segment Intro_en.srt 21.5 KB
002 Applying Matrices.mp4 18.8 MB
002 Applying Matrices_en.srt 8.4 KB
003 Affine Transformations.mp4 95.9 MB
003 Affine Transformations_en.srt 21.1 KB
004 Eigenvectors and Eigenvalues.mp4 202.3 MB
004 Eigenvectors and Eigenvalues_en.srt 28.4 KB
005 Matrix Determinants.mp4 45.4 MB
005 Matrix Determinants_en.srt 8.8 KB
006 Determinants of Larger Matrices.mp4 53.9 MB
006 Determinants of Larger Matrices_en.srt 9.5 KB
007 Determinant Exercises.mp4 27.4 MB
007 Determinant Exercises_en.srt 5.2 KB
008 Determinants and Eigenvalues.mp4 89.3 MB
008 Determinants and Eigenvalues_en.srt 16.4 KB
009 Eigendecomposition.mp4 83.9 MB
009 Eigendecomposition_en.srt 12.9 KB
010 Eigenvector and Eigenvalue Applications.mp4 75.8 MB
010 Eigenvector and Eigenvalue Applications_en.srt 13.8 KB
001 Segment Intro.mp4 15.8 MB
001 Segment Intro_en.srt 4.0 KB
002 Singular Value Decomposition.mp4 76.6 MB
002 Singular Value Decomposition_en.srt 11.2 KB
003 Data Compression with SVD.mp4 97.0 MB
003 Data Compression with SVD_en.srt 12.1 KB
004 The Moore-Penrose Pseudoinverse.mp4 97.7 MB
004 The Moore-Penrose Pseudoinverse_en.srt 13.9 KB
005 Regression with the Pseudoinverse.mp4 134.2 MB
005 Regression with the Pseudoinverse_en.srt 21.5 KB
006 The Trace Operator.mp4 38.8 MB
006 The Trace Operator_en.srt 5.7 KB
007 Principal Component Analysis (PCA).mp4 64.8 MB
007 Principal Component Analysis (PCA)_en.srt 9.9 KB
008 Resources for Further Study of Linear Algebra.mp4 31.7 MB
008 Resources for Further Study of Linear Algebra_en.srt 6.6 KB
001 Segment Intro.mp4 23.7 MB
001 Segment Intro_en.srt 4.4 KB
002 Intro to Differential Calculus.mp4 52.5 MB
002 Intro to Differential Calculus_en.srt 15.6 KB
003 Intro to Integral Calculus.mp4 15.9 MB
003 Intro to Integral Calculus_en.srt 3.2 KB
004 The Method of Exhaustion.mp4 53.6 MB
004 The Method of Exhaustion_en.srt 8.0 KB
005 Calculus of the Infinitesimals.mp4 75.3 MB
005 Calculus of the Infinitesimals_en.srt 11.4 KB
006 Calculus Applications.mp4 70.1 MB
006 Calculus Applications_en.srt 11.1 KB
007 Calculating Limits.mp4 102.4 MB
007 Calculating Limits_en.srt 20.7 KB
008 Exercises on Limits.mp4 30.4 MB
008 Exercises on Limits_en.srt 7.2 KB
001 Segment Intro.mp4 2.2 MB
001 Segment Intro_en.srt 1.5 KB
002 The Delta Method.mp4 45.9 MB
002 The Delta Method_en.srt 17.9 KB
003 How Derivatives Arise from Limits.mp4 66.0 MB
003 How Derivatives Arise from Limits_en.srt 15.4 KB
004 Derivative Notation.mp4 11.9 MB
004 Derivative Notation_en.srt 5.2 KB
005 The Derivative of a Constant.mp4 9.3 MB
005 The Derivative of a Constant_en.srt 2.0 KB
006 The Power Rule.mp4 2.8 MB
006 The Power Rule_en.srt 1.4 KB
007 The Constant Multiple Rule.mp4 6.9 MB
007 The Constant Multiple Rule_en.srt 3.9 KB
008 The Sum Rule.mp4 8.6 MB
008 The Sum Rule_en.srt 3.0 KB
009 Exercises on Derivative Rules.mp4 32.5 MB
009 Exercises on Derivative Rules_en.srt 14.6 KB
010 The Product Rule.mp4 10.1 MB
010 The Product Rule_en.srt 4.5 KB
011 The Quotient Rule.mp4 8.9 MB
011 The Quotient Rule_en.srt 4.8 KB
012 The Chain Rule.mp4 17.4 MB
012 The Chain Rule_en.srt 7.7 KB
013 Advanced Exercises on Derivative Rules.mp4 38.8 MB
013 Advanced Exercises on Derivative Rules_en.srt 13.8 KB
014 The Power Rule on a Function Chain.mp4 19.2 MB
014 The Power Rule on a Function Chain_en.srt 5.9 KB
001 Segment Intro.mp4 3.0 MB
001 Segment Intro_en.srt 2.3 KB
002 What Automatic Differentiation Is.mp4 12.2 MB
002 What Automatic Differentiation Is_en.srt 5.8 KB
003 Autodiff with PyTorch.mp4 14.9 MB
003 Autodiff with PyTorch_en.srt 7.4 KB
004 Autodiff with TensorFlow.mp4 11.3 MB
004 Autodiff with TensorFlow_en.srt 4.5 KB
005 The Line Equation as a Tensor Graph.mp4 116.6 MB
005 The Line Equation as a Tensor Graph_en.srt 24.3 KB
006 Machine Learning with Autodiff.mp4 213.1 MB
006 Machine Learning with Autodiff_en.srt 47.3 KB
001 Segment Intro.mp4 134.7 MB
001 Segment Intro_en.srt 28.7 KB
002 What Partial Derivatives Are.mp4 180.4 MB
002 What Partial Derivatives Are_en.srt 35.1 KB
003 Partial Derivative Exercises.mp4 26.9 MB
003 Partial Derivative Exercises_en.srt 7.4 KB
004 Calculating Partial Derivatives with Autodiff.mp4 28.8 MB
004 Calculating Partial Derivatives with Autodiff_en.srt 6.6 KB
005 Advanced Partial Derivatives.mp4 43.9 MB
005 Advanced Partial Derivatives_en.srt 17.1 KB
006 Advanced Partial-Derivative Exercises.mp4 14.1 MB
006 Advanced Partial-Derivative Exercises_en.srt 7.3 KB
007 Partial Derivative Notation.mp4 4.4 MB
007 Partial Derivative Notation_en.srt 3.1 KB
008 The Chain Rule for Partial Derivatives.mp4 19.1 MB
008 The Chain Rule for Partial Derivatives_en.srt 10.5 KB
009 Exercises on the Multivariate Chain Rule.mp4 13.8 MB
009 Exercises on the Multivariate Chain Rule_en.srt 6.3 KB
010 Point-by-Point Regression.mp4 90.7 MB
010 Point-by-Point Regression_en.srt 19.5 KB
011 The Gradient of Quadratic Cost.mp4 54.1 MB
011 The Gradient of Quadratic Cost_en.srt 18.3 KB
012 Descending the Gradient of Cost.mp4 72.0 MB
012 Descending the Gradient of Cost_en.srt 17.2 KB
013 The Gradient of Mean Squared Error.mp4 166.5 MB
013 The Gradient of Mean Squared Error_en.srt 31.8 KB
014 Backpropagation.mp4 22.9 MB
014 Backpropagation_en.srt 8.1 KB
015 Higher-Order Partial Derivatives.mp4 30.3 MB
015 Higher-Order Partial Derivatives_en.srt 16.0 KB
016 Exercise on Higher-Order Partial Derivatives.mp4 5.6 MB
016 Exercise on Higher-Order Partial Derivatives_en.srt 4.1 KB
001 Segment Intro.mp4 4.4 MB
001 Segment Intro_en.srt 3.5 KB
002 Binary Classification.mp4 16.5 MB
002 Binary Classification_en.srt 11.9 KB
003 The Confusion Matrix.mp4 4.0 MB
003 The Confusion Matrix_en.srt 3.3 KB
004 The Receiver-Operating Characteristic (ROC) Curve.mp4 18.4 MB
004 The Receiver-Operating Characteristic (ROC) Curve_en.srt 12.6 KB
005 What Integral Calculus Is.mp4 36.8 MB
005 What Integral Calculus Is_en.srt 7.3 KB
006 The Integral Calculus Rules.mp4 8.7 MB
006 The Integral Calculus Rules_en.srt 7.4 KB
007 Indefinite Integral Exercises.mp4 4.7 MB
007 Indefinite Integral Exercises_en.srt 3.7 KB
008 Definite Integrals.mp4 12.1 MB
008 Definite Integrals_en.srt 7.9 KB
009 Numeric Integration with Python.mp4 13.0 MB
009 Numeric Integration with Python_en.srt 5.9 KB
010 Definite Integral Exercise.mp4 16.9 MB
010 Definite Integral Exercise_en.srt 5.3 KB
011 Finding the Area Under the ROC Curve.mp4 7.7 MB
011 Finding the Area Under the ROC Curve_en.srt 4.3 KB
012 Resources for the Further Study of Calculus.mp4 7.6 MB
012 Resources for the Further Study of Calculus_en.srt 5.2 KB
013 More Lectures are on their Way_.mp4 7.6 MB
013 More Lectures are on their Way__en.srt 612 bytes
Bonus Resources.txt 357 bytes

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