Udemy - Math 0-1 Linear Algebra for Data Science & Machine Learning (8.2023)

File Name

Size

1. Introduction/1. Introduction and Outline.mp4

46 MB

1. Introduction/2. How to Succeed in this Course.mp4

41 MB

1. Introduction/3. Where to Get the Code.mp4

22 MB

1. Introduction/4. How to Take this Course.mp4

20 MB

1. Introduction/1. Introduction and Outline.srt

13 kB

1. Introduction/2. How to Succeed in this Course.srt

12 kB

1. Introduction/3. Where to Get the Code.srt

5.2 kB

1. Introduction/4. How to Take this Course.srt

2.8 kB

1. Introduction/3.2 Github Link.html

147 B

1. Introduction/3.1 Code Link.html

128 B

2. Linear Systems Review/4. Gaussian Elimination.mp4

229 MB

2. Linear Systems Review/3. 3 Equations and 3 Unknowns.mp4

164 MB

2. Linear Systems Review/2. 2 Equations and 2 Unknowns.mp4

134 MB

2. Linear Systems Review/1. Lines and Planes.mp4

103 MB

2. Linear Systems Review/6. Infinitely Many Solutions.mp4

82 MB

2. Linear Systems Review/5. No Solutions.mp4

49 MB

2. Linear Systems Review/8. Suggestion Box.mp4

28 MB

2. Linear Systems Review/7. Review Summary.mp4

24 MB

2. Linear Systems Review/4. Gaussian Elimination.srt

26 kB

2. Linear Systems Review/3. 3 Equations and 3 Unknowns.srt

20 kB

2. Linear Systems Review/2. 2 Equations and 2 Unknowns.srt

16 kB

2. Linear Systems Review/1. Lines and Planes.srt

11 kB

2. Linear Systems Review/6. Infinitely Many Solutions.srt

10 kB

2. Linear Systems Review/7. Review Summary.srt

5.7 kB

2. Linear Systems Review/5. No Solutions.srt

5.6 kB

2. Linear Systems Review/8. Suggestion Box.srt

4.8 kB

3. Vectors and Matrices/9. What is a Matrix.mp4

279 MB

3. Vectors and Matrices/6. Application Neural Embeddings, Cosine Similarity (Optional).mp4

227 MB

3. Vectors and Matrices/1. What is a Vector.mp4

201 MB

3. Vectors and Matrices/11. Matrix Multiplication.mp4

188 MB

3. Vectors and Matrices/3. Dot Product.mp4

160 MB

3. Vectors and Matrices/13. Matrix-Vector Product.mp4

132 MB

3. Vectors and Matrices/2. Adding and Subtracting Vectors.mp4

116 MB

3. Vectors and Matrices/5. Dot Product Exercises in Python.mp4

115 MB

3. Vectors and Matrices/16. Outer Product.mp4

100 MB

3. Vectors and Matrices/4. Dot Product (pt 2).mp4

93 MB

3. Vectors and Matrices/18. Matrix Exercises in Python.mp4

92 MB

3. Vectors and Matrices/12. Properties of Matrix Multiplication.mp4

88 MB

3. Vectors and Matrices/7. Exercise Normalizing a Vector.mp4

79 MB

3. Vectors and Matrices/20. Vectors and Matrices Summary.mp4

77 MB

3. Vectors and Matrices/14. Application Neural Networks.mp4

76 MB

3. Vectors and Matrices/17. Application Replicating GPT-4 (Optional).mp4

73 MB

3. Vectors and Matrices/19. Linear Systems Revisited.mp4

59 MB

3. Vectors and Matrices/8. Exercise The Vector Normal to a Plane.mp4

50 MB

3. Vectors and Matrices/10. Matrix Addition and Scalar Multiplication.mp4

37 MB

3. Vectors and Matrices/15. Element-Wise Product.mp4

31 MB

3. Vectors and Matrices/9. What is a Matrix.srt

34 kB

3. Vectors and Matrices/18. Matrix Exercises in Python.srt

32 kB

3. Vectors and Matrices/6. Application Neural Embeddings, Cosine Similarity (Optional).srt

27 kB

3. Vectors and Matrices/1. What is a Vector.srt

25 kB

3. Vectors and Matrices/5. Dot Product Exercises in Python.srt

23 kB

3. Vectors and Matrices/11. Matrix Multiplication.srt

22 kB

3. Vectors and Matrices/3. Dot Product.srt

18 kB

3. Vectors and Matrices/20. Vectors and Matrices Summary.srt

16 kB

3. Vectors and Matrices/13. Matrix-Vector Product.srt

15 kB

3. Vectors and Matrices/2. Adding and Subtracting Vectors.srt

13 kB

3. Vectors and Matrices/16. Outer Product.srt

11 kB

3. Vectors and Matrices/4. Dot Product (pt 2).srt

11 kB

3. Vectors and Matrices/7. Exercise Normalizing a Vector.srt

9.6 kB

3. Vectors and Matrices/12. Properties of Matrix Multiplication.srt

9.1 kB

3. Vectors and Matrices/17. Application Replicating GPT-4 (Optional).srt

8.4 kB

3. Vectors and Matrices/14. Application Neural Networks.srt

8.1 kB

3. Vectors and Matrices/19. Linear Systems Revisited.srt

6.8 kB

3. Vectors and Matrices/8. Exercise The Vector Normal to a Plane.srt

5.5 kB

3. Vectors and Matrices/10. Matrix Addition and Scalar Multiplication.srt

4.2 kB

3. Vectors and Matrices/15. Element-Wise Product.srt

3.4 kB

4. Matrix Operations and Special Matrices/21. Positive Definite and Negative Definite Matrices.mp4

257 MB

4. Matrix Operations and Special Matrices/16. Determinants (pt 2).mp4

255 MB

4. Matrix Operations and Special Matrices/7. Properties of the Matrix Transpose.mp4

242 MB

4. Matrix Operations and Special Matrices/3. Matrix Inverse.mp4

238 MB

4. Matrix Operations and Special Matrices/23. Exercise Complete the Square.mp4

216 MB

4. Matrix Operations and Special Matrices/6. Matrix Transpose.mp4

189 MB

4. Matrix Operations and Special Matrices/15. Determinants (pt 1).mp4

189 MB

4. Matrix Operations and Special Matrices/10. Orthogonal and Orthonormal Matrices and Vectors.mp4

142 MB

4. Matrix Operations and Special Matrices/9. Transpose in Higher Dimensions.mp4

133 MB

4. Matrix Operations and Special Matrices/17. Determinant Formula (Optional).mp4

118 MB

4. Matrix Operations and Special Matrices/2. Diagonal Matrices.mp4

111 MB

4. Matrix Operations and Special Matrices/14. Exercise Why Are Orthogonal Matrices Length- and Angle-Preserving.mp4

96 MB

4. Matrix Operations and Special Matrices/24. Matrix Operations Exercises in Python.mp4

81 MB

4. Matrix Operations and Special Matrices/5. Singular Matrices.mp4

79 MB

4. Matrix Operations and Special Matrices/8. Symmetric Matrices.mp4

77 MB

4. Matrix Operations and Special Matrices/20. Matrix Trace (Optional).mp4

76 MB

4. Matrix Operations and Special Matrices/4. Exercise Inverse of the Inverse.mp4

74 MB

4. Matrix Operations and Special Matrices/25. Matrix Operations and Special Matrices Summary.mp4

63 MB

4. Matrix Operations and Special Matrices/1. Identity Matrix.mp4

57 MB

4. Matrix Operations and Special Matrices/18. Determinant Identities (Optional).mp4

57 MB

4. Matrix Operations and Special Matrices/22. Exercise Inverse of a Positive Definite Matrix.mp4

39 MB

4. Matrix Operations and Special Matrices/13. Exercise Transpose of Inverse of Symmetric Matrix.mp4

38 MB

4. Matrix Operations and Special Matrices/11. Exercise Orthogonal Matrices.mp4

32 MB

4. Matrix Operations and Special Matrices/19. Exercise Determinant of a Unitary Matrix.mp4

23 MB

4. Matrix Operations and Special Matrices/12. Exercise Inverse of a Product.mp4

23 MB

4. Matrix Operations and Special Matrices/7. Properties of the Matrix Transpose.srt

34 kB

4. Matrix Operations and Special Matrices/16. Determinants (pt 2).srt

27 kB

4. Matrix Operations and Special Matrices/3. Matrix Inverse.srt

26 kB

4. Matrix Operations and Special Matrices/21. Positive Definite and Negative Definite Matrices.srt

26 kB

4. Matrix Operations and Special Matrices/23. Exercise Complete the Square.srt

24 kB

4. Matrix Operations and Special Matrices/15. Determinants (pt 1).srt

22 kB

4. Matrix Operations and Special Matrices/6. Matrix Transpose.srt

22 kB

4. Matrix Operations and Special Matrices/24. Matrix Operations Exercises in Python.srt

18 kB

4. Matrix Operations and Special Matrices/9. Transpose in Higher Dimensions.srt

16 kB

4. Matrix Operations and Special Matrices/25. Matrix Operations and Special Matrices Summary.srt

16 kB

4. Matrix Operations and Special Matrices/10. Orthogonal and Orthonormal Matrices and Vectors.srt

15 kB

4. Matrix Operations and Special Matrices/17. Determinant Formula (Optional).srt

15 kB

4. Matrix Operations and Special Matrices/14. Exercise Why Are Orthogonal Matrices Length- and Angle-Preserving.srt

11 kB

4. Matrix Operations and Special Matrices/5. Singular Matrices.srt

9.3 kB

4. Matrix Operations and Special Matrices/2. Diagonal Matrices.srt

9.1 kB

4. Matrix Operations and Special Matrices/8. Symmetric Matrices.srt

8.6 kB

4. Matrix Operations and Special Matrices/20. Matrix Trace (Optional).srt

8.4 kB

4. Matrix Operations and Special Matrices/4. Exercise Inverse of the Inverse.srt

8.0 kB

4. Matrix Operations and Special Matrices/18. Determinant Identities (Optional).srt

7.4 kB

4. Matrix Operations and Special Matrices/1. Identity Matrix.srt

6.7 kB

4. Matrix Operations and Special Matrices/13. Exercise Transpose of Inverse of Symmetric Matrix.srt

4.2 kB

4. Matrix Operations and Special Matrices/22. Exercise Inverse of a Positive Definite Matrix.srt

4.1 kB

4. Matrix Operations and Special Matrices/11. Exercise Orthogonal Matrices.srt

3.9 kB

4. Matrix Operations and Special Matrices/12. Exercise Inverse of a Product.srt

2.5 kB

4. Matrix Operations and Special Matrices/19. Exercise Determinant of a Unitary Matrix.srt

2.4 kB

5. Matrix Rank/1. Linear Independence and Dependence.mp4

359 MB

5. Matrix Rank/4. Matrix Decompositions (SVD, QR, LU, Cholesky).mp4

257 MB

5. Matrix Rank/5. Rank After Multplication.mp4

245 MB

5. Matrix Rank/3. The Rank of a Matrix.mp4

224 MB

5. Matrix Rank/7. Applications Recommender Systems and Topic Modeling (Optional).mp4

180 MB

5. Matrix Rank/6. Low-Rank Approximations and Frobenius Norm.mp4

134 MB

5. Matrix Rank/8. Applications of SVD Data Visualization and Feature Selection (Optional).mp4

128 MB

5. Matrix Rank/11. Matrix Decompositions in Python.mp4

112 MB

5. Matrix Rank/9. Application LoRA for Diffusion Models and LLMs (Optional).mp4

95 MB

5. Matrix Rank/2. Geometric Interpretation of Linear Combinations.mp4

82 MB

5. Matrix Rank/10. Exercise Generating a Positive Semi-Definite Matrix.mp4

56 MB

5. Matrix Rank/12. Matrix Rank Summary.mp4

31 MB

5. Matrix Rank/1. Linear Independence and Dependence.srt

38 kB

5. Matrix Rank/4. Matrix Decompositions (SVD, QR, LU, Cholesky).srt

26 kB

5. Matrix Rank/11. Matrix Decompositions in Python.srt

25 kB

5. Matrix Rank/5. Rank After Multplication.srt

24 kB

5. Matrix Rank/3. The Rank of a Matrix.srt

21 kB

5. Matrix Rank/7. Applications Recommender Systems and Topic Modeling (Optional).srt

18 kB

5. Matrix Rank/6. Low-Rank Approximations and Frobenius Norm.srt

13 kB

5. Matrix Rank/8. Applications of SVD Data Visualization and Feature Selection (Optional).srt

13 kB

5. Matrix Rank/9. Application LoRA for Diffusion Models and LLMs (Optional).srt

10 kB

5. Matrix Rank/2. Geometric Interpretation of Linear Combinations.srt

8.3 kB

5. Matrix Rank/12. Matrix Rank Summary.srt

6.7 kB

5. Matrix Rank/10. Exercise Generating a Positive Semi-Definite Matrix.srt

5.6 kB

6. Eigenvalues and Eigenvectors/13. Constructing the SVD (Proof of SVD).mp4

278 MB

6. Eigenvalues and Eigenvectors/12. Diagonalization.mp4

250 MB

6. Eigenvalues and Eigenvectors/1. How to Find Eigenvalues and Eigenvectors (pt 1).mp4

244 MB

6. Eigenvalues and Eigenvectors/3. Exercise Rotation Matrix.mp4

222 MB

6. Eigenvalues and Eigenvectors/17. Eigenvalues in Python.mp4

145 MB

6. Eigenvalues and Eigenvectors/16. Functions of Matrices (Optional).mp4

137 MB

6. Eigenvalues and Eigenvectors/6. Conjugate Transpose and Hermitian Matrices.mp4

114 MB

6. Eigenvalues and Eigenvectors/9. Test for Positive Definiteness Using Eigenvalues.mp4

87 MB

6. Eigenvalues and Eigenvectors/15. Application The Vanishing Gradient Problem.mp4

86 MB

6. Eigenvalues and Eigenvectors/14. Matrix Powers.mp4

82 MB

6. Eigenvalues and Eigenvectors/19. Eigenvalues and Eigenvectors Summary.mp4

71 MB

6. Eigenvalues and Eigenvectors/8. Why Do Hermitian Matrices Have Orthogonal Eigenvectors.mp4

64 MB

6. Eigenvalues and Eigenvectors/7. Hermitian Matrices Have Real Eigenvalues.mp4

62 MB

6. Eigenvalues and Eigenvectors/18. Quiz Square Root of a Matrix.mp4

55 MB

6. Eigenvalues and Eigenvectors/11. Invertibility From Eigenvalues (Positive Definite Matrices Are Invertible).mp4

46 MB

6. Eigenvalues and Eigenvectors/10. Determinant From Eigenvalues.mp4

29 MB

6. Eigenvalues and Eigenvectors/2. How to Find Eigenvalues and Eigenvectors (pt 2).mp4

27 MB

6. Eigenvalues and Eigenvectors/4. Exercise Why Do A^TA and AA^T Have the Same Eigenvalues.mp4

26 MB

6. Eigenvalues and Eigenvectors/5. Exercise Eigenvalues of the Inverse.mp4

25 MB

6. Eigenvalues and Eigenvectors/17. Eigenvalues in Python.srt

34 kB

6. Eigenvalues and Eigenvectors/1. How to Find Eigenvalues and Eigenvectors (pt 1).srt

26 kB

6. Eigenvalues and Eigenvectors/13. Constructing the SVD (Proof of SVD).srt

26 kB

6. Eigenvalues and Eigenvectors/12. Diagonalization.srt

25 kB

6. Eigenvalues and Eigenvectors/3. Exercise Rotation Matrix.srt

24 kB

6. Eigenvalues and Eigenvectors/19. Eigenvalues and Eigenvectors Summary.srt

15 kB

6. Eigenvalues and Eigenvectors/16. Functions of Matrices (Optional).srt

14 kB

6. Eigenvalues and Eigenvectors/6. Conjugate Transpose and Hermitian Matrices.srt

12 kB

6. Eigenvalues and Eigenvectors/15. Application The Vanishing Gradient Problem.srt

9.6 kB

6. Eigenvalues and Eigenvectors/14. Matrix Powers.srt

9.4 kB

6. Eigenvalues and Eigenvectors/9. Test for Positive Definiteness Using Eigenvalues.srt

8.3 kB

6. Eigenvalues and Eigenvectors/7. Hermitian Matrices Have Real Eigenvalues.srt

7.5 kB

6. Eigenvalues and Eigenvectors/8. Why Do Hermitian Matrices Have Orthogonal Eigenvectors.srt

6.8 kB

6. Eigenvalues and Eigenvectors/18. Quiz Square Root of a Matrix.srt

6.2 kB

6. Eigenvalues and Eigenvectors/11. Invertibility From Eigenvalues (Positive Definite Matrices Are Invertible).srt

5.1 kB

6. Eigenvalues and Eigenvectors/2. How to Find Eigenvalues and Eigenvectors (pt 2).srt

3.4 kB

6. Eigenvalues and Eigenvectors/4. Exercise Why Do A^TA and AA^T Have the Same Eigenvalues.srt

3.1 kB

6. Eigenvalues and Eigenvectors/10. Determinant From Eigenvalues.srt

2.9 kB

6. Eigenvalues and Eigenvectors/5. Exercise Eigenvalues of the Inverse.srt

2.7 kB

7. Setting Up Your Environment (AppendixFAQ by Student Request)/2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4

147 MB

7. Setting Up Your Environment (AppendixFAQ by Student Request)/1. Anaconda Environment Setup.mp4

53 MB

7. Setting Up Your Environment (AppendixFAQ by Student Request)/1. Anaconda Environment Setup.srt

20 kB

7. Setting Up Your Environment (AppendixFAQ by Student Request)/2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.srt

16 kB

8. Effective Learning Strategies (AppendixFAQ by Student Request)/4. What order should I take your courses in (part 2).mp4

106 MB

8. Effective Learning Strategies (AppendixFAQ by Student Request)/1. Can YouTube Teach Me Calculus.mp4

87 MB

8. Effective Learning Strategies (AppendixFAQ by Student Request)/3. What order should I take your courses in (part 1).mp4

78 MB

8. Effective Learning Strategies (AppendixFAQ by Student Request)/2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4

38 MB

8. Effective Learning Strategies (AppendixFAQ by Student Request)/2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.srt

32 kB

8. Effective Learning Strategies (AppendixFAQ by Student Request)/1. Can YouTube Teach Me Calculus.srt

25 kB

8. Effective Learning Strategies (AppendixFAQ by Student Request)/4. What order should I take your courses in (part 2).srt

24 kB

8. Effective Learning Strategies (AppendixFAQ by Student Request)/3. What order should I take your courses in (part 1).srt

17 kB

9. Appendix FAQ Finale/2. BONUS.mp4

40 MB

9. Appendix FAQ Finale/1. What is the Appendix.mp4

16 MB

9. Appendix FAQ Finale/2. BONUS.srt

7.9 kB

9. Appendix FAQ Finale/1. What is the Appendix.srt

3.7 kB