Udemy - Mathematical Foundations of Machine Learning (Updated 09 - 2021)
Torrent Info
| Category | Other |
| Added | Thursday 1st June 2023 09:13:42 PM (3 years ago) |
| Size | 4.3 GB |
| Peers | 1 Peers (1 Seeders and 0 leechers) update |
| Downloaded | 0 times |
| Uploader | freecoursewb Thank You (0) Report Torrent 00/0 |
| Comments | None |
| Uploader Comments | None |
| Tags | English |
| Seeders | 1 |
| Leechers | 0 |
Torrent Screenshots
NFO
No NFO was added for this torrent.
| Filename | Size |
|---|---|
| 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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