Канал: Shaina Race Bennett

4 One Step Further

4 One Step Further

8 Orthogonal Projections

8 Orthogonal Projections

7 Orthogonal Matrix

7 Orthogonal Matrix

5 A More Complete Example

5 A More Complete Example

6 Orthonormal Basis

6 Orthonormal Basis

10 Defining Eigenvalues and Eigenvectors

10 Defining Eigenvalues and Eigenvectors

9 Regression as an Orthogonal Projection

9 Regression as an Orthogonal Projection

11 EigenFacts

11 EigenFacts

12 Introduction to PCA

12 Introduction to PCA

14 Eigenvalues Give Variance

14 Eigenvalues Give Variance

13 2D data in a 3D world

13 2D data in a 3D world

15 Loadings and Scores

15 Loadings and Scores

16 Covariance vs Correlation PCA

16 Covariance vs Correlation PCA

17 The BiPlot ukfood

17 The BiPlot ukfood

18 FIFA Players PCA

18 FIFA Players PCA

19 PCA Recap

19 PCA Recap

20 Factor Analysis

20 Factor Analysis

21 Biased Regression and PCR

21 Biased Regression and PCR

23 PCR in SAS BaseballSalary

23 PCR in SAS BaseballSalary

27 Noise Reduction via SVD

27 Noise Reduction via SVD

25 Partial Least Squares w: Example

25 Partial Least Squares w: Example

26 The Singular Value Decomposition

26 The Singular Value Decomposition

22 Choosing the number of components CV

22 Choosing the number of components CV

24 PCR Example with Big Data

24 PCR Example with Big Data

2 Introduction to Linear Algebra Part Two

2 Introduction to Linear Algebra Part Two

9 Solving Systems Part Four

9 Solving Systems Part Four

7 Solving Systems Part Two

7 Solving Systems Part Two

13 Advanced Arithmetic

13 Advanced Arithmetic

10 ExtraExamples

10 ExtraExamples

8 Solving Systems Part Three

8 Solving Systems Part Three

1 Introduction to Linear Algebra Part One

1 Introduction to Linear Algebra Part One

3 Arithmetic Part One

3 Arithmetic Part One

4 Arithmetic Part Two

4 Arithmetic Part Two

6 Solving Systems Part One

6 Solving Systems Part One

5 Apps of Matrix Multiplication

5 Apps of Matrix Multiplication

12 Rank and Linear Independence

12 Rank and Linear Independence

15 Norms and Distance

15 Norms and Distance

14 Advanced Arithmetic PartTwo

14 Advanced Arithmetic PartTwo

11 Least Squares

11 Least Squares

1 Spans and Subspaces

1 Spans and Subspaces

2 Coordinates and Bases

2 Coordinates and Bases

3 A Change of Basis

3 A Change of Basis

Bootcamp Primer 2 - Matrix Multiplication

Bootcamp Primer 2 - Matrix Multiplication

Bootcamp Primer 5 - Norms, Distances, Similarity

Bootcamp Primer 5 - Norms, Distances, Similarity

Bootcamp Primer 4 - Systems of Equations and Least Squares

Bootcamp Primer 4 - Systems of Equations and Least Squares

Bootcamp Primer 3 - Special Matrices and Operations

Bootcamp Primer 3 - Special Matrices and Operations

Bootcamp Primer 1 - Scalar Multiplication and Addition

Bootcamp Primer 1 - Scalar Multiplication and Addition

Bootcamp Primer 6 - Covariance

Bootcamp Primer 6 - Covariance

Jeannette M Wing, PhD - Trustworthy AI

Jeannette M Wing, PhD - Trustworthy AI

Barbara Poblete, PhD - Hate-Speech Detection is Not as Easy as it Seems

Barbara Poblete, PhD - Hate-Speech Detection is Not as Easy as it Seems

Alina Barnett - Interpretable Image Recognition

Alina Barnett - Interpretable Image Recognition

Cynthia Rudin, PhD - Optimal Sparse Decision Trees

Cynthia Rudin, PhD - Optimal Sparse Decision Trees

Kristian Lum, PhD - Layers of Fairness

Kristian Lum, PhD - Layers of Fairness

Kelsey Campbell - Data Cistems: Transphobia in ML and How to be More Inclusive

Kelsey Campbell - Data Cistems: Transphobia in ML and How to be More Inclusive

Xin Hunt, PhD - Model Interpretability

Xin Hunt, PhD - Model Interpretability

Loki vs. The Cat

Loki vs. The Cat

Irene Chen - Beyond Bias Audits: Bringing Equity to the Machine Learning Pipeline

Irene Chen - Beyond Bias Audits: Bringing Equity to the Machine Learning Pipeline

Emily Hadley - Bias, Equity and Antiracism in Data Science

Emily Hadley - Bias, Equity and Antiracism in Data Science

The Curse of Dimensionality

The Curse of Dimensionality

Zeus vs. The Cat

Zeus vs. The Cat

Feline Jedi Mind Control

Feline Jedi Mind Control