CourseMega com Udemy Mathematical Foundations of Machine Learning Updated 09 2021

CourseMega com Udemy Mathematical Foundations of Machine Learning Updated 09 2021

Name	[ CourseMega.com ] Udemy - Mathematical Foundations of Machine Learning (Updated 09 - 2021)	DOWNLOAD Copy Link
Total Size	4.6 GB
Total Files	212
Last Seen	2024-07-23 00:09
Hash	2E0D99AC3594CAD782734A47B5A6CB624D4CD745

/
Get Bonus Downloads Here.url	0.2 KB
/.../01 - Data Structures for Linear Algebra/
001 Introduction.html	2.6 KB
002 What Linear Algebra Is.mp4	139.5 MB
002 What Linear Algebra Is_en.srt	28.8 KB
003 Plotting a System of Linear Equations.mp4	59.8 MB
003 Plotting a System of Linear Equations_en.srt	11.6 KB
004 Linear Algebra Exercise.mp4	39.3 MB
004 Linear Algebra Exercise_en.srt	6.6 KB
005 Tensors.mp4	9.3 MB
005 Tensors_en.srt	3.3 KB
006 Scalars.mp4	96.6 MB
006 Scalars_en.srt	16.3 KB
007 Vectors and Vector Transposition.mp4	51.6 MB
007 Vectors and Vector Transposition_en.srt	13.6 KB
008 Norms and Unit Vectors.mp4	68.0 MB
008 Norms and Unit Vectors_en.srt	17.4 KB
009 Basis, Orthogonal, and Orthonormal Vectors.mp4	9.4 MB
009 Basis, Orthogonal, and Orthonormal Vectors_en.srt	5.6 KB
010 Matrix Tensors.mp4	47.4 MB
010 Matrix Tensors_en.srt	9.8 KB
011 Generic Tensor Notation.mp4	28.5 MB
011 Generic Tensor Notation_en.srt	8.5 KB
012 Exercises on Algebra Data Structures.mp4	6.8 MB
012 Exercises on Algebra Data Structures_en.srt	2.8 KB
external-assets-links.txt	0.1 KB
/.../02 - Tensor Operations/
001 Segment Intro.mp4	2.1 MB
001 Segment Intro_en.srt	1.8 KB
002 Tensor Transposition.mp4	10.8 MB
002 Tensor Transposition_en.srt	4.2 KB
003 Basic Tensor Arithmetic, incl. the Hadamard Product.mp4	19.2 MB
003 Basic Tensor Arithmetic, incl. the Hadamard Product_en.srt	6.7 KB
004 Tensor Reduction.mp4	8.0 MB
004 Tensor Reduction_en.srt	4.0 KB
005 The Dot Product.mp4	16.7 MB
005 The Dot Product_en.srt	6.4 KB
006 Exercises on Tensor Operations.mp4	13.4 MB
006 Exercises on Tensor Operations_en.srt	3.0 KB
007 Solving Linear Systems with Substitution.mp4	15.4 MB
007 Solving Linear Systems with Substitution_en.srt	11.9 KB
008 Solving Linear Systems with Elimination.mp4	18.4 MB
008 Solving Linear Systems with Elimination_en.srt	14.2 KB
009 Visualizing Linear Systems.mp4	31.4 MB
009 Visualizing Linear Systems_en.srt	13.7 KB
/.../03 - Matrix Properties/
001 Segment Intro.mp4	3.4 MB
001 Segment Intro_en.srt	2.9 KB
002 The Frobenius Norm.mp4	16.5 MB
002 The Frobenius Norm_en.srt	6.0 KB
003 Matrix Multiplication.mp4	73.9 MB
003 Matrix Multiplication_en.srt	29.5 KB
004 Symmetric and Identity Matrices.mp4	9.0 MB
004 Symmetric and Identity Matrices_en.srt	5.7 KB
005 Matrix Multiplication Exercises.mp4	12.4 MB
005 Matrix Multiplication Exercises_en.srt	8.6 KB
006 Matrix Inversion.mp4	78.1 MB
006 Matrix Inversion_en.srt	20.2 KB
007 Diagonal Matrices.mp4	8.6 MB
007 Diagonal Matrices_en.srt	3.8 KB
008 Orthogonal Matrices.mp4	11.8 MB
008 Orthogonal Matrices_en.srt	6.2 KB
009 Orthogonal Matrix Exercises.mp4	49.7 MB
009 Orthogonal Matrix Exercises_en.srt	16.9 KB
/.../04 - Eigenvectors and Eigenvalues/
001 Segment Intro.mp4	106.5 MB
001 Segment Intro_en.srt	22.0 KB
002 Applying Matrices.mp4	19.7 MB
002 Applying Matrices_en.srt	8.6 KB
003 Affine Transformations.mp4	100.6 MB
003 Affine Transformations_en.srt	21.6 KB
004 Eigenvectors and Eigenvalues.mp4	212.1 MB
004 Eigenvectors and Eigenvalues_en.srt	29.0 KB
005 Matrix Determinants.mp4	47.6 MB
005 Matrix Determinants_en.srt	9.0 KB
006 Determinants of Larger Matrices.mp4	56.5 MB
006 Determinants of Larger Matrices_en.srt	9.7 KB
007 Determinant Exercises.mp4	28.7 MB
007 Determinant Exercises_en.srt	5.3 KB
008 Determinants and Eigenvalues.mp4	93.7 MB
008 Determinants and Eigenvalues_en.srt	16.8 KB
009 Eigendecomposition.mp4	88.0 MB
009 Eigendecomposition_en.srt	13.2 KB
010 Eigenvector and Eigenvalue Applications.mp4	79.4 MB
010 Eigenvector and Eigenvalue Applications_en.srt	14.1 KB
/.../05 - Matrix Operations for Machine Learning/
001 Segment Intro.mp4	16.5 MB
001 Segment Intro_en.srt	4.1 KB
002 Singular Value Decomposition.mp4	80.4 MB
002 Singular Value Decomposition_en.srt	11.5 KB
003 Data Compression with SVD.mp4	101.7 MB
003 Data Compression with SVD_en.srt	12.4 KB
004 The Moore-Penrose Pseudoinverse.mp4	102.5 MB
004 The Moore-Penrose Pseudoinverse_en.srt	14.3 KB
005 Regression with the Pseudoinverse.mp4	140.7 MB
005 Regression with the Pseudoinverse_en.srt	22.0 KB
006 The Trace Operator.mp4	40.7 MB
006 The Trace Operator_en.srt	5.9 KB
007 Principal Component Analysis (PCA).mp4	68.0 MB
007 Principal Component Analysis (PCA)_en.srt	10.1 KB
008 Resources for Further Study of Linear Algebra.mp4	33.2 MB
008 Resources for Further Study of Linear Algebra_en.srt	6.8 KB
/06 - Limits/
001 Segment Intro.mp4	24.8 MB
001 Segment Intro_en.srt	4.5 KB
002 Intro to Differential Calculus.mp4	55.0 MB
002 Intro to Differential Calculus_en.srt	16.0 KB
003 Intro to Integral Calculus.mp4	16.7 MB
003 Intro to Integral Calculus_en.srt	3.3 KB
004 The Method of Exhaustion.mp4	56.2 MB
004 The Method of Exhaustion_en.srt	8.2 KB
005 Calculus of the Infinitesimals.mp4	79.0 MB
005 Calculus of the Infinitesimals_en.srt	11.7 KB
006 Calculus Applications.mp4	73.5 MB
006 Calculus Applications_en.srt	11.4 KB
007 Calculating Limits.mp4	107.3 MB
007 Calculating Limits_en.srt	21.2 KB
008 Exercises on Limits.mp4	31.9 MB
008 Exercises on Limits_en.srt	7.3 KB
/.../07 - Derivatives and Differentiation/
001 Segment Intro.mp4	2.3 MB
001 Segment Intro_en.srt	1.6 KB
002 The Delta Method.mp4	48.1 MB
002 The Delta Method_en.srt	18.4 KB
003 How Derivatives Arise from Limits.mp4	69.2 MB
003 How Derivatives Arise from Limits_en.srt	15.8 KB
004 Derivative Notation.mp4	12.5 MB
004 Derivative Notation_en.srt	5.3 KB
005 The Derivative of a Constant.mp4	9.8 MB
005 The Derivative of a Constant_en.srt	2.0 KB
006 The Power Rule.mp4	2.9 MB
006 The Power Rule_en.srt	1.4 KB
007 The Constant Multiple Rule.mp4	7.3 MB
007 The Constant Multiple Rule_en.srt	4.0 KB
008 The Sum Rule.mp4	9.0 MB
008 The Sum Rule_en.srt	3.1 KB
009 Exercises on Derivative Rules.mp4	34.0 MB
009 Exercises on Derivative Rules_en.srt	14.9 KB
010 The Product Rule.mp4	10.6 MB
010 The Product Rule_en.srt	4.6 KB
011 The Quotient Rule.mp4	9.4 MB
011 The Quotient Rule_en.srt	4.9 KB
012 The Chain Rule.mp4	18.2 MB
012 The Chain Rule_en.srt	7.9 KB
013 Advanced Exercises on Derivative Rules.mp4	40.7 MB
013 Advanced Exercises on Derivative Rules_en.srt	14.1 KB
014 The Power Rule on a Function Chain.mp4	20.1 MB
014 The Power Rule on a Function Chain_en.srt	6.0 KB
/.../08 - Automatic Differentiation/
001 Segment Intro.mp4	3.1 MB
001 Segment Intro_en.srt	2.4 KB
002 What Automatic Differentiation Is.mp4	12.8 MB
002 What Automatic Differentiation Is_en.srt	5.9 KB
003 Autodiff with PyTorch.mp4	15.6 MB
003 Autodiff with PyTorch_en.srt	7.5 KB
004 Autodiff with TensorFlow.mp4	11.8 MB
004 Autodiff with TensorFlow_en.srt	4.6 KB
005 The Line Equation as a Tensor Graph.mp4	122.3 MB
005 The Line Equation as a Tensor Graph_en.srt	24.9 KB
006 Machine Learning with Autodiff.mp4	223.5 MB
006 Machine Learning with Autodiff_en.srt	48.5 KB
/.../09 - Partial Derivative Calculus/
001 Segment Intro.mp4	141.2 MB
001 Segment Intro_en.srt	29.4 KB
002 What Partial Derivatives Are.mp4	189.1 MB
002 What Partial Derivatives Are_en.srt	35.9 KB
003 Partial Derivative Exercises.mp4	28.2 MB
003 Partial Derivative Exercises_en.srt	7.6 KB
004 Calculating Partial Derivatives with Autodiff.mp4	30.2 MB
004 Calculating Partial Derivatives with Autodiff_en.srt	6.8 KB
005 Advanced Partial Derivatives.mp4	46.0 MB
005 Advanced Partial Derivatives_en.srt	17.5 KB
006 Advanced Partial-Derivative Exercises.mp4	14.8 MB
006 Advanced Partial-Derivative Exercises_en.srt	7.5 KB
007 Partial Derivative Notation.mp4	4.7 MB
007 Partial Derivative Notation_en.srt	3.2 KB
008 The Chain Rule for Partial Derivatives.mp4	20.1 MB
008 The Chain Rule for Partial Derivatives_en.srt	10.7 KB
009 Exercises on the Multivariate Chain Rule.mp4	14.5 MB
009 Exercises on the Multivariate Chain Rule_en.srt	6.4 KB
010 Point-by-Point Regression.mp4	95.1 MB
010 Point-by-Point Regression_en.srt	20.0 KB
011 The Gradient of Quadratic Cost.mp4	56.7 MB
011 The Gradient of Quadratic Cost_en.srt	18.8 KB
012 Descending the Gradient of Cost.mp4	75.5 MB
012 Descending the Gradient of Cost_en.srt	17.6 KB
013 The Gradient of Mean Squared Error.mp4	174.5 MB
013 The Gradient of Mean Squared Error_en.srt	32.5 KB
014 Backpropagation.mp4	24.0 MB
014 Backpropagation_en.srt	8.3 KB
015 Higher-Order Partial Derivatives.mp4	31.7 MB
015 Higher-Order Partial Derivatives_en.srt	16.3 KB
016 Exercise on Higher-Order Partial Derivatives.mp4	5.8 MB
016 Exercise on Higher-Order Partial Derivatives_en.srt	4.2 KB
/.../10 - Integral Calculus/
001 Segment Intro.mp4	4.6 MB
001 Segment Intro_en.srt	3.6 KB
002 Binary Classification.mp4	17.3 MB
002 Binary Classification_en.srt	12.1 KB
003 The Confusion Matrix.mp4	4.2 MB
003 The Confusion Matrix_en.srt	3.4 KB
004 The Receiver-Operating Characteristic (ROC) Curve.mp4	19.3 MB
004 The Receiver-Operating Characteristic (ROC) Curve_en.srt	12.9 KB
005 What Integral Calculus Is.mp4	38.6 MB
005 What Integral Calculus Is_en.srt	7.5 KB
006 The Integral Calculus Rules.mp4	9.1 MB
006 The Integral Calculus Rules_en.srt	7.6 KB
007 Indefinite Integral Exercises.mp4	5.0 MB
007 Indefinite Integral Exercises_en.srt	3.8 KB
008 Definite Integrals.mp4	12.7 MB
008 Definite Integrals_en.srt	8.1 KB
009 Numeric Integration with Python.mp4	13.6 MB
009 Numeric Integration with Python_en.srt	6.1 KB
010 Definite Integral Exercise.mp4	17.7 MB
010 Definite Integral Exercise_en.srt	5.4 KB
011 Finding the Area Under the ROC Curve.mp4	8.1 MB
011 Finding the Area Under the ROC Curve_en.srt	4.4 KB
012 Resources for the Further Study of Calculus.mp4	7.9 MB
012 Resources for the Further Study of Calculus_en.srt	5.3 KB
013 More Lectures are on their Way_.mp4	8.0 MB
013 More Lectures are on their Way__en.srt	0.6 KB
/~Get Your Files Here !/
Bonus Resources.txt	0.4 KB
Total files 212