Logistic Regression Model of the Posterior Probability Function
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Logistic Regression Model of the Posterior Probability Function
3:03
Logistic Regression
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Logistic Regression
1:16
Linear Discriminant Analysis
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Linear Discriminant Analysis
0:45
Classification
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Classification
1:16
Slack Variables: Points on Wrong Side of Hyperplane
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Slack Variables: Points on Wrong Side of Hyperplane
1:38
Slack Variables: Points on Correct Side of Hyperplane
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Slack Variables: Points on Correct Side of Hyperplane
3:48
Support Vector Classifier
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Support Vector Classifier
3:55
Estimating the Output Functions
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Estimating the Output Functions
2:18
Choosing Activation Functions
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Choosing Activation Functions
4:31
Forward Propagation
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Forward Propagation
0:52
Neural Network Model of the Output Functions
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Neural Network Model of the Output Functions
13:00
Artificial Neural Networks
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Artificial Neural Networks
0:36
Summary Maximal Margin Classifier
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Summary Maximal Margin Classifier
0:32
Maximal Margin Classifier Example 2
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Maximal Margin Classifier Example 2
11:42
Maximal Margin Classifier Example 1
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Maximal Margin Classifier Example 1
9:51
Classifying Test Points
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Classifying Test Points
1:51
The Support Vectors
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The Support Vectors
0:59
The Coefficients for the Maximal Margin Hyperplane
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The Coefficients for the Maximal Margin Hyperplane
0:30
Solving the Dual Problem
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Solving the Dual Problem
3:32
Primal and Dual Problems
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Primal and Dual Problems
1:25
KKT Conditions
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KKT Conditions
1:25
Solving the Convex Optimization Problem
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Solving the Convex Optimization Problem
1:06
Reformulating the Optimization Problem
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Reformulating the Optimization Problem
7:37
Definition of Maximal Margin Classifier
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Definition of Maximal Margin Classifier
1:02
Maximizing the Margin
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Maximizing the Margin
3:37
Definitions of Separating Hyperplane and Margin
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Definitions of Separating Hyperplane and Margin
5:44
Maximal Margin Classifier
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Maximal Margin Classifier
2:30
Summary Linear Regression
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Summary Linear Regression
0:34
Example Linear Regression
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Example Linear Regression
4:06
Linear Algebra Solution to Least Squares Problem
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Linear Algebra Solution to Least Squares Problem
12:51
The Least Squares Method
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The Least Squares Method
11:26
Linear Regression
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Linear Regression
7:33
Introduction Lecture Math for Machine Learning
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Introduction Lecture Math for Machine Learning
2:47
Math for Machine Learning: Open Doors to Great Careers
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Math for Machine Learning: Open Doors to Great Careers
2:43
Math for Machine Learning Kickstarter Promo
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Math for Machine Learning Kickstarter Promo
1:24
Elementary Row Operations Additional Example
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Elementary Row Operations Additional Example
6:32
Introduction Lecture Linear Algebra
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Introduction Lecture Linear Algebra
3:48
Promo video Teachable Linear Algebra
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Promo video Teachable Linear Algebra
3:03
Gaussian Elimination and Row Echelon Form Systems of 3 Equations
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Gaussian Elimination and Row Echelon Form Systems of 3 Equations
18:15
Gaussian Elimination Systems of 2 Equations
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Gaussian Elimination Systems of 2 Equations
11:13
Efficiency of Algorithms
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Efficiency of Algorithms
1:23
The Division Algorithm
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The Division Algorithm
7:42
Algorithms
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Algorithms
8:33
Hasse Diagrams
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Hasse Diagrams
6:19
Partial Order Relations
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Partial Order Relations
9:13
Equivalence Relations
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Equivalence Relations
7:15
Relations
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Relations
5:44
Cardinality
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Cardinality
9:03
One to One Correspondence and Inverse Functions
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One to One Correspondence and Inverse Functions
17:33
One to One and Onto Properties
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One to One and Onto Properties
11:31
Power Set
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Power Set
3:04
Partitions
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Partitions
7:25
Set Theory
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Set Theory
9:20
Discrete Mathematics: Open Doors to Great Careers 2
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Discrete Mathematics: Open Doors to Great Careers 2
3:12
Mathematical Induction
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Mathematical Induction
16:38
Methods of Proof
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Methods of Proof
8:32
Rules of Inference Involving Universal Quantifier
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Rules of Inference Involving Universal Quantifier
13:10
Universal Conditional Statement
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Universal Conditional Statement
9:09
Predicate Calculus
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Predicate Calculus
10:29
Logical Equivalence
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Logical Equivalence
14:11
Statements
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Statements
7:29
Discrete Mathematics for Beginners: Open Doors to Great Careers
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Discrete Mathematics for Beginners: Open Doors to Great Careers
3:11
Change of Basis
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Change of Basis
9:24
Span
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Span
15:27
Subspace Definition and Subspace Properties
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Subspace Definition and Subspace Properties
9:55
Linear Algebra for Beginners: Open Doors to Great Careers 2
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Linear Algebra for Beginners: Open Doors to Great Careers 2
3:15
Singular Value Decomposition
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Singular Value Decomposition
8:44
Quadratic Forms
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Quadratic Forms
13:08
Orthogonal Diagonalization
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Orthogonal Diagonalization
19:55
Symmetric Matrices
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Symmetric Matrices
3:18
Example of Finding Eigenvalues and Eigenvectors
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Example of Finding Eigenvalues and Eigenvectors
10:14
Eigenvalues and Eigenvectors
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Eigenvalues and Eigenvectors
14:38
One to one and Onto Properties
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One to one and Onto Properties
14:35
Linear Transformations
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Linear Transformations
14:10
Least Squares Problems
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Least Squares Problems
9:13
Gram Schmidt Process
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Gram Schmidt Process
8:10
Orthogonal Projection
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Orthogonal Projection
12:52
Norms for Rn
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Norms for Rn
17:01
Linear Algebra for Beginners: Open Doors to Great Careers
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Linear Algebra for Beginners: Open Doors to Great Careers
3:02
Finding Absolute Maximum and Minimum Values
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Finding Absolute Maximum and Minimum Values
19:31
Finding Maximum and Minimum Values
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Finding Maximum and Minimum Values
4:32
Related Rates
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Related Rates
11:13
Implicit Differentiation
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Implicit Differentiation
7:26
Derivatives Examples
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Derivatives Examples
10:13
Definition of Derivative
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Definition of Derivative
7:58
One sided Limits
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One sided Limits
5:49
The Tangent Line
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The Tangent Line
4:37
Differential Calculus for Beginners
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Differential Calculus for Beginners
2:40
Vector Space Definition
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Vector Space Definition
7:22
Inverse Matrix
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Inverse Matrix
5:30
Linear Independence Example 1
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Linear Independence Example 1
11:02
Elementary Row Operations
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Elementary Row Operations
11:13
Solving Systems of Linear Equations
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Solving Systems of Linear Equations
6:59
Analyticity Lecture
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Analyticity Lecture
15:49
Philosophy of Language Course
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Philosophy of Language Course
1:52
Kripke's Wittgenstein Lecture
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Kripke's Wittgenstein Lecture
12:11