[Tutorialsplanet.NET] Udemy - Mathematical Foundations of Machine Learning

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[Tutorialsplanet.NET] Udemy - Mathematical Foundations of Machine Learning

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种子哈希：f197d31fa2c367efd8734d5e8ec88d9ab14c9a60
文件大小： 4.3G
已经下载：301次
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收录时间：2022-02-13
最近下载：2025-07-02

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文件列表

  • 08 - Automatic Differentiation/006 Machine Learning with Autodiff.mp4 223.5 MB
  • 04 - Eigenvectors and Eigenvalues/004 Eigenvectors and Eigenvalues.mp4 212.1 MB
  • 09 - Partial Derivative Calculus/002 What Partial Derivatives Are.mp4 189.1 MB
  • 09 - Partial Derivative Calculus/013 The Gradient of Mean Squared Error.mp4 174.5 MB
  • 09 - Partial Derivative Calculus/001 Segment Intro.mp4 141.2 MB
  • 05 - Matrix Operations for Machine Learning/005 Regression with the Pseudoinverse.mp4 140.7 MB
  • 01 - Data Structures for Linear Algebra/002 What Linear Algebra Is.mp4 139.5 MB
  • 08 - Automatic Differentiation/005 The Line Equation as a Tensor Graph.mp4 122.3 MB
  • 06 - Limits/007 Calculating Limits.mp4 107.3 MB
  • 04 - Eigenvectors and Eigenvalues/001 Segment Intro.mp4 106.5 MB
  • 05 - Matrix Operations for Machine Learning/004 The Moore-Penrose Pseudoinverse.mp4 102.5 MB
  • 05 - Matrix Operations for Machine Learning/003 Data Compression with SVD.mp4 101.7 MB
  • 04 - Eigenvectors and Eigenvalues/003 Affine Transformations.mp4 100.6 MB
  • 01 - Data Structures for Linear Algebra/006 Scalars.mp4 96.6 MB
  • 09 - Partial Derivative Calculus/010 Point-by-Point Regression.mp4 95.1 MB
  • 04 - Eigenvectors and Eigenvalues/008 Determinants and Eigenvalues.mp4 93.7 MB
  • 04 - Eigenvectors and Eigenvalues/009 Eigendecomposition.mp4 88.0 MB
  • 05 - Matrix Operations for Machine Learning/002 Singular Value Decomposition.mp4 80.4 MB
  • 04 - Eigenvectors and Eigenvalues/010 Eigenvector and Eigenvalue Applications.mp4 79.4 MB
  • 06 - Limits/005 Calculus of the Infinitesimals.mp4 79.0 MB
  • 03 - Matrix Properties/006 Matrix Inversion.mp4 78.1 MB
  • 09 - Partial Derivative Calculus/012 Descending the Gradient of Cost.mp4 75.5 MB
  • 03 - Matrix Properties/003 Matrix Multiplication.mp4 73.9 MB
  • 06 - Limits/006 Calculus Applications.mp4 73.5 MB
  • 07 - Derivatives and Differentiation/003 How Derivatives Arise from Limits.mp4 69.2 MB
  • 01 - Data Structures for Linear Algebra/008 Norms and Unit Vectors.mp4 68.0 MB
  • 05 - Matrix Operations for Machine Learning/007 Principal Component Analysis (PCA).mp4 68.0 MB
  • 01 - Data Structures for Linear Algebra/003 Plotting a System of Linear Equations.mp4 59.8 MB
  • 09 - Partial Derivative Calculus/011 The Gradient of Quadratic Cost.mp4 56.7 MB
  • 04 - Eigenvectors and Eigenvalues/006 Determinants of Larger Matrices.mp4 56.5 MB
  • 06 - Limits/004 The Method of Exhaustion.mp4 56.2 MB
  • 06 - Limits/002 Intro to Differential Calculus.mp4 55.0 MB
  • 01 - Data Structures for Linear Algebra/007 Vectors and Vector Transposition.mp4 51.6 MB
  • 03 - Matrix Properties/009 Orthogonal Matrix Exercises.mp4 49.7 MB
  • 07 - Derivatives and Differentiation/002 The Delta Method.mp4 48.1 MB
  • 04 - Eigenvectors and Eigenvalues/005 Matrix Determinants.mp4 47.6 MB
  • 01 - Data Structures for Linear Algebra/010 Matrix Tensors.mp4 47.4 MB
  • 09 - Partial Derivative Calculus/005 Advanced Partial Derivatives.mp4 46.0 MB
  • 05 - Matrix Operations for Machine Learning/006 The Trace Operator.mp4 40.7 MB
  • 07 - Derivatives and Differentiation/013 Advanced Exercises on Derivative Rules.mp4 40.7 MB
  • 01 - Data Structures for Linear Algebra/004 Linear Algebra Exercise.mp4 39.3 MB
  • 10 - Integral Calculus/005 What Integral Calculus Is.mp4 38.6 MB
  • 07 - Derivatives and Differentiation/009 Exercises on Derivative Rules.mp4 34.0 MB
  • 05 - Matrix Operations for Machine Learning/008 Resources for Further Study of Linear Algebra.mp4 33.2 MB
  • 06 - Limits/008 Exercises on Limits.mp4 31.9 MB
  • 09 - Partial Derivative Calculus/015 Higher-Order Partial Derivatives.mp4 31.7 MB
  • 02 - Tensor Operations/009 Visualizing Linear Systems.mp4 31.4 MB
  • 09 - Partial Derivative Calculus/004 Calculating Partial Derivatives with Autodiff.mp4 30.2 MB
  • 04 - Eigenvectors and Eigenvalues/007 Determinant Exercises.mp4 28.7 MB
  • 01 - Data Structures for Linear Algebra/011 Generic Tensor Notation.mp4 28.5 MB
  • 09 - Partial Derivative Calculus/003 Partial Derivative Exercises.mp4 28.2 MB
  • 06 - Limits/001 Segment Intro.mp4 24.8 MB
  • 09 - Partial Derivative Calculus/014 Backpropagation.mp4 24.0 MB
  • 07 - Derivatives and Differentiation/014 The Power Rule on a Function Chain.mp4 20.1 MB
  • 09 - Partial Derivative Calculus/008 The Chain Rule for Partial Derivatives.mp4 20.1 MB
  • 04 - Eigenvectors and Eigenvalues/002 Applying Matrices.mp4 19.7 MB
  • 10 - Integral Calculus/004 The Receiver-Operating Characteristic (ROC) Curve.mp4 19.3 MB
  • 02 - Tensor Operations/003 Basic Tensor Arithmetic, incl. the Hadamard Product.mp4 19.2 MB
  • 02 - Tensor Operations/008 Solving Linear Systems with Elimination.mp4 18.4 MB
  • 07 - Derivatives and Differentiation/012 The Chain Rule.mp4 18.2 MB
  • 10 - Integral Calculus/010 Definite Integral Exercise.mp4 17.7 MB
  • 10 - Integral Calculus/002 Binary Classification.mp4 17.3 MB
  • 02 - Tensor Operations/005 The Dot Product.mp4 16.7 MB
  • 06 - Limits/003 Intro to Integral Calculus.mp4 16.7 MB
  • 05 - Matrix Operations for Machine Learning/001 Segment Intro.mp4 16.5 MB
  • 03 - Matrix Properties/002 The Frobenius Norm.mp4 16.5 MB
  • 08 - Automatic Differentiation/003 Autodiff with PyTorch.mp4 15.6 MB
  • 02 - Tensor Operations/007 Solving Linear Systems with Substitution.mp4 15.4 MB
  • 09 - Partial Derivative Calculus/006 Advanced Partial-Derivative Exercises.mp4 14.8 MB
  • 09 - Partial Derivative Calculus/009 Exercises on the Multivariate Chain Rule.mp4 14.5 MB
  • 10 - Integral Calculus/009 Numeric Integration with Python.mp4 13.6 MB
  • 02 - Tensor Operations/006 Exercises on Tensor Operations.mp4 13.4 MB
  • 08 - Automatic Differentiation/002 What Automatic Differentiation Is.mp4 12.8 MB
  • 10 - Integral Calculus/008 Definite Integrals.mp4 12.7 MB
  • 07 - Derivatives and Differentiation/004 Derivative Notation.mp4 12.5 MB
  • 03 - Matrix Properties/005 Matrix Multiplication Exercises.mp4 12.4 MB
  • 08 - Automatic Differentiation/004 Autodiff with TensorFlow.mp4 11.8 MB
  • 03 - Matrix Properties/008 Orthogonal Matrices.mp4 11.8 MB
  • 02 - Tensor Operations/002 Tensor Transposition.mp4 10.8 MB
  • 07 - Derivatives and Differentiation/010 The Product Rule.mp4 10.6 MB
  • 07 - Derivatives and Differentiation/005 The Derivative of a Constant.mp4 9.8 MB
  • 01 - Data Structures for Linear Algebra/009 Basis, Orthogonal, and Orthonormal Vectors.mp4 9.4 MB
  • 07 - Derivatives and Differentiation/011 The Quotient Rule.mp4 9.4 MB
  • 01 - Data Structures for Linear Algebra/005 Tensors.mp4 9.3 MB
  • 10 - Integral Calculus/006 The Integral Calculus Rules.mp4 9.1 MB
  • 03 - Matrix Properties/004 Symmetric and Identity Matrices.mp4 9.0 MB
  • 07 - Derivatives and Differentiation/008 The Sum Rule.mp4 9.0 MB
  • 03 - Matrix Properties/007 Diagonal Matrices.mp4 8.6 MB
  • 10 - Integral Calculus/011 Finding the Area Under the ROC Curve.mp4 8.1 MB
  • 02 - Tensor Operations/004 Tensor Reduction.mp4 8.0 MB
  • 10 - Integral Calculus/013 More Lectures are on their Way_.mp4 8.0 MB
  • 10 - Integral Calculus/012 Resources for the Further Study of Calculus.mp4 7.9 MB
  • 07 - Derivatives and Differentiation/007 The Constant Multiple Rule.mp4 7.3 MB
  • 01 - Data Structures for Linear Algebra/012 Exercises on Algebra Data Structures.mp4 6.8 MB
  • 09 - Partial Derivative Calculus/016 Exercise on Higher-Order Partial Derivatives.mp4 5.8 MB
  • 10 - Integral Calculus/007 Indefinite Integral Exercises.mp4 5.0 MB
  • 09 - Partial Derivative Calculus/007 Partial Derivative Notation.mp4 4.7 MB
  • 10 - Integral Calculus/001 Segment Intro.mp4 4.6 MB
  • 10 - Integral Calculus/003 The Confusion Matrix.mp4 4.2 MB
  • 03 - Matrix Properties/001 Segment Intro.mp4 3.4 MB
  • 08 - Automatic Differentiation/001 Segment Intro.mp4 3.1 MB
  • 07 - Derivatives and Differentiation/006 The Power Rule.mp4 2.9 MB
  • 07 - Derivatives and Differentiation/001 Segment Intro.mp4 2.3 MB
  • 02 - Tensor Operations/001 Segment Intro.mp4 2.1 MB
  • 08 - Automatic Differentiation/006 Machine Learning with Autodiff_en.srt 48.5 kB
  • 09 - Partial Derivative Calculus/002 What Partial Derivatives Are_en.srt 35.9 kB
  • 09 - Partial Derivative Calculus/013 The Gradient of Mean Squared Error_en.srt 32.5 kB
  • 03 - Matrix Properties/003 Matrix Multiplication_en.srt 29.5 kB
  • 09 - Partial Derivative Calculus/001 Segment Intro_en.srt 29.4 kB
  • 04 - Eigenvectors and Eigenvalues/004 Eigenvectors and Eigenvalues_en.srt 29.0 kB
  • 01 - Data Structures for Linear Algebra/002 What Linear Algebra Is_en.srt 28.8 kB
  • 08 - Automatic Differentiation/005 The Line Equation as a Tensor Graph_en.srt 24.9 kB
  • 05 - Matrix Operations for Machine Learning/005 Regression with the Pseudoinverse_en.srt 22.0 kB
  • 04 - Eigenvectors and Eigenvalues/001 Segment Intro_en.srt 22.0 kB
  • 04 - Eigenvectors and Eigenvalues/003 Affine Transformations_en.srt 21.6 kB
  • 06 - Limits/007 Calculating Limits_en.srt 21.2 kB
  • 03 - Matrix Properties/006 Matrix Inversion_en.srt 20.2 kB
  • 09 - Partial Derivative Calculus/010 Point-by-Point Regression_en.srt 20.0 kB
  • 09 - Partial Derivative Calculus/011 The Gradient of Quadratic Cost_en.srt 18.8 kB
  • 07 - Derivatives and Differentiation/002 The Delta Method_en.srt 18.4 kB
  • 09 - Partial Derivative Calculus/012 Descending the Gradient of Cost_en.srt 17.6 kB
  • 09 - Partial Derivative Calculus/005 Advanced Partial Derivatives_en.srt 17.5 kB
  • 01 - Data Structures for Linear Algebra/008 Norms and Unit Vectors_en.srt 17.4 kB
  • 03 - Matrix Properties/009 Orthogonal Matrix Exercises_en.srt 16.9 kB
  • 04 - Eigenvectors and Eigenvalues/008 Determinants and Eigenvalues_en.srt 16.8 kB
  • 09 - Partial Derivative Calculus/015 Higher-Order Partial Derivatives_en.srt 16.3 kB
  • 01 - Data Structures for Linear Algebra/006 Scalars_en.srt 16.3 kB
  • 06 - Limits/002 Intro to Differential Calculus_en.srt 16.0 kB
  • 07 - Derivatives and Differentiation/003 How Derivatives Arise from Limits_en.srt 15.8 kB
  • 07 - Derivatives and Differentiation/009 Exercises on Derivative Rules_en.srt 14.9 kB
  • 05 - Matrix Operations for Machine Learning/004 The Moore-Penrose Pseudoinverse_en.srt 14.3 kB
  • 02 - Tensor Operations/008 Solving Linear Systems with Elimination_en.srt 14.2 kB
  • 07 - Derivatives and Differentiation/013 Advanced Exercises on Derivative Rules_en.srt 14.1 kB
  • 04 - Eigenvectors and Eigenvalues/010 Eigenvector and Eigenvalue Applications_en.srt 14.1 kB
  • 02 - Tensor Operations/009 Visualizing Linear Systems_en.srt 13.7 kB
  • 01 - Data Structures for Linear Algebra/007 Vectors and Vector Transposition_en.srt 13.6 kB
  • 04 - Eigenvectors and Eigenvalues/009 Eigendecomposition_en.srt 13.2 kB
  • 10 - Integral Calculus/004 The Receiver-Operating Characteristic (ROC) Curve_en.srt 12.9 kB
  • 05 - Matrix Operations for Machine Learning/003 Data Compression with SVD_en.srt 12.4 kB
  • 10 - Integral Calculus/002 Binary Classification_en.srt 12.1 kB
  • 02 - Tensor Operations/007 Solving Linear Systems with Substitution_en.srt 11.9 kB
  • 06 - Limits/005 Calculus of the Infinitesimals_en.srt 11.7 kB
  • 01 - Data Structures for Linear Algebra/003 Plotting a System of Linear Equations_en.srt 11.6 kB
  • 05 - Matrix Operations for Machine Learning/002 Singular Value Decomposition_en.srt 11.5 kB
  • 06 - Limits/006 Calculus Applications_en.srt 11.4 kB
  • 09 - Partial Derivative Calculus/008 The Chain Rule for Partial Derivatives_en.srt 10.7 kB
  • 05 - Matrix Operations for Machine Learning/007 Principal Component Analysis (PCA)_en.srt 10.1 kB
  • 01 - Data Structures for Linear Algebra/010 Matrix Tensors_en.srt 9.8 kB
  • 04 - Eigenvectors and Eigenvalues/006 Determinants of Larger Matrices_en.srt 9.7 kB
  • 04 - Eigenvectors and Eigenvalues/005 Matrix Determinants_en.srt 9.0 kB
  • 04 - Eigenvectors and Eigenvalues/002 Applying Matrices_en.srt 8.6 kB
  • 03 - Matrix Properties/005 Matrix Multiplication Exercises_en.srt 8.6 kB
  • 01 - Data Structures for Linear Algebra/011 Generic Tensor Notation_en.srt 8.5 kB
  • 09 - Partial Derivative Calculus/014 Backpropagation_en.srt 8.3 kB
  • 06 - Limits/004 The Method of Exhaustion_en.srt 8.2 kB
  • 10 - Integral Calculus/008 Definite Integrals_en.srt 8.1 kB
  • 07 - Derivatives and Differentiation/012 The Chain Rule_en.srt 7.9 kB
  • 10 - Integral Calculus/006 The Integral Calculus Rules_en.srt 7.6 kB
  • 09 - Partial Derivative Calculus/003 Partial Derivative Exercises_en.srt 7.6 kB
  • 08 - Automatic Differentiation/003 Autodiff with PyTorch_en.srt 7.5 kB
  • 09 - Partial Derivative Calculus/006 Advanced Partial-Derivative Exercises_en.srt 7.5 kB
  • 10 - Integral Calculus/005 What Integral Calculus Is_en.srt 7.5 kB
  • 06 - Limits/008 Exercises on Limits_en.srt 7.3 kB
  • 05 - Matrix Operations for Machine Learning/008 Resources for Further Study of Linear Algebra_en.srt 6.8 kB
  • 09 - Partial Derivative Calculus/004 Calculating Partial Derivatives with Autodiff_en.srt 6.8 kB
  • 02 - Tensor Operations/003 Basic Tensor Arithmetic, incl. the Hadamard Product_en.srt 6.7 kB
  • 01 - Data Structures for Linear Algebra/004 Linear Algebra Exercise_en.srt 6.6 kB
  • 09 - Partial Derivative Calculus/009 Exercises on the Multivariate Chain Rule_en.srt 6.4 kB
  • 02 - Tensor Operations/005 The Dot Product_en.srt 6.4 kB
  • 03 - Matrix Properties/008 Orthogonal Matrices_en.srt 6.2 kB
  • 10 - Integral Calculus/009 Numeric Integration with Python_en.srt 6.1 kB
  • 07 - Derivatives and Differentiation/014 The Power Rule on a Function Chain_en.srt 6.0 kB
  • 03 - Matrix Properties/002 The Frobenius Norm_en.srt 6.0 kB
  • 08 - Automatic Differentiation/002 What Automatic Differentiation Is_en.srt 5.9 kB
  • 05 - Matrix Operations for Machine Learning/006 The Trace Operator_en.srt 5.9 kB
  • 03 - Matrix Properties/004 Symmetric and Identity Matrices_en.srt 5.7 kB
  • 01 - Data Structures for Linear Algebra/009 Basis, Orthogonal, and Orthonormal Vectors_en.srt 5.6 kB
  • 10 - Integral Calculus/010 Definite Integral Exercise_en.srt 5.4 kB
  • 04 - Eigenvectors and Eigenvalues/007 Determinant Exercises_en.srt 5.3 kB
  • 07 - Derivatives and Differentiation/004 Derivative Notation_en.srt 5.3 kB
  • 10 - Integral Calculus/012 Resources for the Further Study of Calculus_en.srt 5.3 kB
  • 07 - Derivatives and Differentiation/011 The Quotient Rule_en.srt 4.9 kB
  • 07 - Derivatives and Differentiation/010 The Product Rule_en.srt 4.6 kB
  • 08 - Automatic Differentiation/004 Autodiff with TensorFlow_en.srt 4.6 kB
  • 06 - Limits/001 Segment Intro_en.srt 4.5 kB
  • 10 - Integral Calculus/011 Finding the Area Under the ROC Curve_en.srt 4.4 kB
  • 02 - Tensor Operations/002 Tensor Transposition_en.srt 4.2 kB
  • 09 - Partial Derivative Calculus/016 Exercise on Higher-Order Partial Derivatives_en.srt 4.2 kB
  • 05 - Matrix Operations for Machine Learning/001 Segment Intro_en.srt 4.1 kB
  • 02 - Tensor Operations/004 Tensor Reduction_en.srt 4.0 kB
  • 07 - Derivatives and Differentiation/007 The Constant Multiple Rule_en.srt 4.0 kB
  • 10 - Integral Calculus/007 Indefinite Integral Exercises_en.srt 3.8 kB
  • 03 - Matrix Properties/007 Diagonal Matrices_en.srt 3.8 kB
  • 10 - Integral Calculus/001 Segment Intro_en.srt 3.6 kB
  • 10 - Integral Calculus/003 The Confusion Matrix_en.srt 3.4 kB
  • 01 - Data Structures for Linear Algebra/005 Tensors_en.srt 3.3 kB
  • 06 - Limits/003 Intro to Integral Calculus_en.srt 3.3 kB
  • 09 - Partial Derivative Calculus/007 Partial Derivative Notation_en.srt 3.2 kB
  • 07 - Derivatives and Differentiation/008 The Sum Rule_en.srt 3.1 kB
  • 02 - Tensor Operations/006 Exercises on Tensor Operations_en.srt 3.0 kB
  • 03 - Matrix Properties/001 Segment Intro_en.srt 2.9 kB
  • 01 - Data Structures for Linear Algebra/012 Exercises on Algebra Data Structures_en.srt 2.8 kB
  • 01 - Data Structures for Linear Algebra/001 Introduction.html 2.6 kB
  • 08 - Automatic Differentiation/001 Segment Intro_en.srt 2.4 kB
  • 07 - Derivatives and Differentiation/005 The Derivative of a Constant_en.srt 2.0 kB
  • 02 - Tensor Operations/001 Segment Intro_en.srt 1.8 kB
  • 07 - Derivatives and Differentiation/001 Segment Intro_en.srt 1.6 kB
  • 07 - Derivatives and Differentiation/006 The Power Rule_en.srt 1.4 kB
  • 10 - Integral Calculus/013 More Lectures are on their Way__en.srt 612 Bytes
  • 01 - Data Structures for Linear Algebra/[Tutorialsplanet.NET].url 128 Bytes
  • [Tutorialsplanet.NET].url 128 Bytes
  • 01 - Data Structures for Linear Algebra/external-assets-links.txt 70 Bytes

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