资源详情

返回首页 | 相关搜索
Udemy - Math 0-1 Linear Algebra for Data Science & Machine Learning (8.2023)
大小 10.39 GB
文件数 194
Info Hash: BBF97A29640AD2272C34A44C224C56E7C1028CAC
收录时间 2025-12-31 00:10:50
更新时间 2025-12-31 00:10:50
文件列表 (194)
1. Introduction/1. Introduction and Outline.mp4
46.22 MB
1. Introduction/2. How to Succeed in this Course.mp4
41.18 MB
1. Introduction/3. Where to Get the Code.mp4
22 MB
1. Introduction/4. How to Take this Course.mp4
20.35 MB
1. Introduction/1. Introduction and Outline.srt
13.2 KB
1. Introduction/2. How to Succeed in this Course.srt
12.51 KB
1. Introduction/3. Where to Get the Code.srt
5.19 KB
1. Introduction/4. How to Take this Course.srt
2.76 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
229.01 MB
2. Linear Systems Review/3. 3 Equations and 3 Unknowns.mp4
164.1 MB
2. Linear Systems Review/2. 2 Equations and 2 Unknowns.mp4
133.49 MB
2. Linear Systems Review/1. Lines and Planes.mp4
102.59 MB
2. Linear Systems Review/6. Infinitely Many Solutions.mp4
82.51 MB
2. Linear Systems Review/5. No Solutions.mp4
49.02 MB
2. Linear Systems Review/8. Suggestion Box.mp4
28.52 MB
2. Linear Systems Review/7. Review Summary.mp4
23.75 MB
2. Linear Systems Review/4. Gaussian Elimination.srt
26.25 KB
2. Linear Systems Review/3. 3 Equations and 3 Unknowns.srt
20.14 KB
2. Linear Systems Review/2. 2 Equations and 2 Unknowns.srt
15.63 KB
2. Linear Systems Review/1. Lines and Planes.srt
11.4 KB
2. Linear Systems Review/6. Infinitely Many Solutions.srt
10.02 KB
2. Linear Systems Review/7. Review Summary.srt
5.73 KB
2. Linear Systems Review/5. No Solutions.srt
5.65 KB
2. Linear Systems Review/8. Suggestion Box.srt
4.81 KB
3. Vectors and Matrices/9. What is a Matrix.mp4
278.66 MB
3. Vectors and Matrices/6. Application Neural Embeddings, Cosine Similarity (Optional).mp4
227.05 MB
3. Vectors and Matrices/1. What is a Vector.mp4
200.96 MB
3. Vectors and Matrices/11. Matrix Multiplication.mp4
187.72 MB
3. Vectors and Matrices/3. Dot Product.mp4
159.85 MB
3. Vectors and Matrices/13. Matrix-Vector Product.mp4
132.2 MB
3. Vectors and Matrices/2. Adding and Subtracting Vectors.mp4
115.74 MB
3. Vectors and Matrices/5. Dot Product Exercises in Python.mp4
115.01 MB
3. Vectors and Matrices/16. Outer Product.mp4
100.53 MB
3. Vectors and Matrices/4. Dot Product (pt 2).mp4
93.16 MB
3. Vectors and Matrices/18. Matrix Exercises in Python.mp4
92.3 MB
3. Vectors and Matrices/12. Properties of Matrix Multiplication.mp4
87.8 MB
3. Vectors and Matrices/7. Exercise Normalizing a Vector.mp4
79.36 MB
3. Vectors and Matrices/20. Vectors and Matrices Summary.mp4
77.39 MB
3. Vectors and Matrices/14. Application Neural Networks.mp4
75.5 MB
3. Vectors and Matrices/17. Application Replicating GPT-4 (Optional).mp4
72.62 MB
3. Vectors and Matrices/19. Linear Systems Revisited.mp4
59.04 MB
3. Vectors and Matrices/8. Exercise The Vector Normal to a Plane.mp4
49.67 MB
3. Vectors and Matrices/10. Matrix Addition and Scalar Multiplication.mp4
36.65 MB
3. Vectors and Matrices/15. Element-Wise Product.mp4
31.45 MB
3. Vectors and Matrices/9. What is a Matrix.srt
34.16 KB
3. Vectors and Matrices/18. Matrix Exercises in Python.srt
32.43 KB
3. Vectors and Matrices/6. Application Neural Embeddings, Cosine Similarity (Optional).srt
27.36 KB
3. Vectors and Matrices/1. What is a Vector.srt
24.77 KB
3. Vectors and Matrices/5. Dot Product Exercises in Python.srt
23.07 KB
3. Vectors and Matrices/11. Matrix Multiplication.srt
21.49 KB
3. Vectors and Matrices/3. Dot Product.srt
18.35 KB
3. Vectors and Matrices/20. Vectors and Matrices Summary.srt
15.88 KB
3. Vectors and Matrices/13. Matrix-Vector Product.srt
14.57 KB
3. Vectors and Matrices/2. Adding and Subtracting Vectors.srt
12.75 KB
3. Vectors and Matrices/16. Outer Product.srt
11.1 KB
3. Vectors and Matrices/4. Dot Product (pt 2).srt
10.84 KB
3. Vectors and Matrices/7. Exercise Normalizing a Vector.srt
9.59 KB
3. Vectors and Matrices/12. Properties of Matrix Multiplication.srt
9.13 KB
3. Vectors and Matrices/17. Application Replicating GPT-4 (Optional).srt
8.41 KB
3. Vectors and Matrices/14. Application Neural Networks.srt
8.15 KB
3. Vectors and Matrices/19. Linear Systems Revisited.srt
6.81 KB
3. Vectors and Matrices/8. Exercise The Vector Normal to a Plane.srt
5.45 KB
3. Vectors and Matrices/10. Matrix Addition and Scalar Multiplication.srt
4.24 KB
3. Vectors and Matrices/15. Element-Wise Product.srt
3.36 KB
4. Matrix Operations and Special Matrices/21. Positive Definite and Negative Definite Matrices.mp4
256.68 MB
4. Matrix Operations and Special Matrices/16. Determinants (pt 2).mp4
254.82 MB
4. Matrix Operations and Special Matrices/7. Properties of the Matrix Transpose.mp4
242.12 MB
4. Matrix Operations and Special Matrices/3. Matrix Inverse.mp4
237.66 MB
4. Matrix Operations and Special Matrices/23. Exercise Complete the Square.mp4
215.97 MB
4. Matrix Operations and Special Matrices/6. Matrix Transpose.mp4
188.78 MB
4. Matrix Operations and Special Matrices/15. Determinants (pt 1).mp4
188.69 MB
4. Matrix Operations and Special Matrices/10. Orthogonal and Orthonormal Matrices and Vectors.mp4
142.12 MB
4. Matrix Operations and Special Matrices/9. Transpose in Higher Dimensions.mp4
133.26 MB
4. Matrix Operations and Special Matrices/17. Determinant Formula (Optional).mp4
118.38 MB
4. Matrix Operations and Special Matrices/2. Diagonal Matrices.mp4
111.14 MB
4. Matrix Operations and Special Matrices/14. Exercise Why Are Orthogonal Matrices Length- and Angle-Preserving.mp4
95.48 MB
4. Matrix Operations and Special Matrices/24. Matrix Operations Exercises in Python.mp4
80.57 MB
4. Matrix Operations and Special Matrices/5. Singular Matrices.mp4
79.14 MB
4. Matrix Operations and Special Matrices/8. Symmetric Matrices.mp4
77.21 MB
4. Matrix Operations and Special Matrices/20. Matrix Trace (Optional).mp4
76.18 MB
4. Matrix Operations and Special Matrices/4. Exercise Inverse of the Inverse.mp4
73.52 MB
4. Matrix Operations and Special Matrices/25. Matrix Operations and Special Matrices Summary.mp4
63.35 MB
4. Matrix Operations and Special Matrices/1. Identity Matrix.mp4
57.45 MB
4. Matrix Operations and Special Matrices/18. Determinant Identities (Optional).mp4
57.37 MB
4. Matrix Operations and Special Matrices/22. Exercise Inverse of a Positive Definite Matrix.mp4
39.43 MB
4. Matrix Operations and Special Matrices/13. Exercise Transpose of Inverse of Symmetric Matrix.mp4
38.16 MB
4. Matrix Operations and Special Matrices/11. Exercise Orthogonal Matrices.mp4
31.52 MB
4. Matrix Operations and Special Matrices/19. Exercise Determinant of a Unitary Matrix.mp4
23.39 MB
4. Matrix Operations and Special Matrices/12. Exercise Inverse of a Product.mp4
22.58 MB
4. Matrix Operations and Special Matrices/7. Properties of the Matrix Transpose.srt
33.64 KB
4. Matrix Operations and Special Matrices/16. Determinants (pt 2).srt
27.45 KB
4. Matrix Operations and Special Matrices/3. Matrix Inverse.srt
26.49 KB
4. Matrix Operations and Special Matrices/21. Positive Definite and Negative Definite Matrices.srt
25.48 KB
4. Matrix Operations and Special Matrices/23. Exercise Complete the Square.srt
24.55 KB
4. Matrix Operations and Special Matrices/15. Determinants (pt 1).srt
22.52 KB
4. Matrix Operations and Special Matrices/6. Matrix Transpose.srt
21.54 KB
4. Matrix Operations and Special Matrices/24. Matrix Operations Exercises in Python.srt
18.5 KB
4. Matrix Operations and Special Matrices/9. Transpose in Higher Dimensions.srt
16.46 KB
4. Matrix Operations and Special Matrices/25. Matrix Operations and Special Matrices Summary.srt
16.18 KB
4. Matrix Operations and Special Matrices/10. Orthogonal and Orthonormal Matrices and Vectors.srt
15.11 KB
4. Matrix Operations and Special Matrices/17. Determinant Formula (Optional).srt
14.83 KB
4. Matrix Operations and Special Matrices/14. Exercise Why Are Orthogonal Matrices Length- and Angle-Preserving.srt
10.81 KB
4. Matrix Operations and Special Matrices/5. Singular Matrices.srt
9.31 KB
4. Matrix Operations and Special Matrices/2. Diagonal Matrices.srt
9.12 KB
4. Matrix Operations and Special Matrices/8. Symmetric Matrices.srt
8.58 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
7.97 KB
4. Matrix Operations and Special Matrices/18. Determinant Identities (Optional).srt
7.42 KB
4. Matrix Operations and Special Matrices/1. Identity Matrix.srt
6.66 KB
4. Matrix Operations and Special Matrices/13. Exercise Transpose of Inverse of Symmetric Matrix.srt
4.16 KB
4. Matrix Operations and Special Matrices/22. Exercise Inverse of a Positive Definite Matrix.srt
4.13 KB
4. Matrix Operations and Special Matrices/11. Exercise Orthogonal Matrices.srt
3.93 KB
4. Matrix Operations and Special Matrices/12. Exercise Inverse of a Product.srt
2.48 KB
4. Matrix Operations and Special Matrices/19. Exercise Determinant of a Unitary Matrix.srt
2.38 KB
5. Matrix Rank/1. Linear Independence and Dependence.mp4
358.84 MB
5. Matrix Rank/4. Matrix Decompositions (SVD, QR, LU, Cholesky).mp4
256.61 MB
5. Matrix Rank/5. Rank After Multplication.mp4
245.3 MB
5. Matrix Rank/3. The Rank of a Matrix.mp4
223.49 MB
5. Matrix Rank/7. Applications Recommender Systems and Topic Modeling (Optional).mp4
179.84 MB
5. Matrix Rank/6. Low-Rank Approximations and Frobenius Norm.mp4
133.49 MB
5. Matrix Rank/8. Applications of SVD Data Visualization and Feature Selection (Optional).mp4
127.7 MB
5. Matrix Rank/11. Matrix Decompositions in Python.mp4
112.06 MB
5. Matrix Rank/9. Application LoRA for Diffusion Models and LLMs (Optional).mp4
94.69 MB
5. Matrix Rank/2. Geometric Interpretation of Linear Combinations.mp4
81.93 MB
5. Matrix Rank/10. Exercise Generating a Positive Semi-Definite Matrix.mp4
55.7 MB
5. Matrix Rank/12. Matrix Rank Summary.mp4
31.24 MB
5. Matrix Rank/1. Linear Independence and Dependence.srt
38.03 KB
5. Matrix Rank/4. Matrix Decompositions (SVD, QR, LU, Cholesky).srt
25.95 KB
5. Matrix Rank/11. Matrix Decompositions in Python.srt
25.38 KB
5. Matrix Rank/5. Rank After Multplication.srt
24.11 KB
5. Matrix Rank/3. The Rank of a Matrix.srt
20.96 KB
5. Matrix Rank/7. Applications Recommender Systems and Topic Modeling (Optional).srt
18.28 KB
5. Matrix Rank/6. Low-Rank Approximations and Frobenius Norm.srt
13.29 KB
5. Matrix Rank/8. Applications of SVD Data Visualization and Feature Selection (Optional).srt
12.95 KB
5. Matrix Rank/9. Application LoRA for Diffusion Models and LLMs (Optional).srt
10.12 KB
5. Matrix Rank/2. Geometric Interpretation of Linear Combinations.srt
8.34 KB
5. Matrix Rank/12. Matrix Rank Summary.srt
6.73 KB
5. Matrix Rank/10. Exercise Generating a Positive Semi-Definite Matrix.srt
5.59 KB
6. Eigenvalues and Eigenvectors/13. Constructing the SVD (Proof of SVD).mp4
278.22 MB
6. Eigenvalues and Eigenvectors/12. Diagonalization.mp4
249.73 MB
6. Eigenvalues and Eigenvectors/1. How to Find Eigenvalues and Eigenvectors (pt 1).mp4
243.57 MB
6. Eigenvalues and Eigenvectors/3. Exercise Rotation Matrix.mp4
221.85 MB
6. Eigenvalues and Eigenvectors/17. Eigenvalues in Python.mp4
145.2 MB
6. Eigenvalues and Eigenvectors/16. Functions of Matrices (Optional).mp4
137.2 MB
6. Eigenvalues and Eigenvectors/6. Conjugate Transpose and Hermitian Matrices.mp4
113.92 MB
6. Eigenvalues and Eigenvectors/9. Test for Positive Definiteness Using Eigenvalues.mp4
86.87 MB
6. Eigenvalues and Eigenvectors/15. Application The Vanishing Gradient Problem.mp4
86.45 MB
6. Eigenvalues and Eigenvectors/14. Matrix Powers.mp4
82.42 MB
6. Eigenvalues and Eigenvectors/19. Eigenvalues and Eigenvectors Summary.mp4
71.01 MB
6. Eigenvalues and Eigenvectors/8. Why Do Hermitian Matrices Have Orthogonal Eigenvectors.mp4
64.32 MB
6. Eigenvalues and Eigenvectors/7. Hermitian Matrices Have Real Eigenvalues.mp4
61.92 MB
6. Eigenvalues and Eigenvectors/18. Quiz Square Root of a Matrix.mp4
55.37 MB
6. Eigenvalues and Eigenvectors/11. Invertibility From Eigenvalues (Positive Definite Matrices Are Invertible).mp4
46.41 MB
6. Eigenvalues and Eigenvectors/10. Determinant From Eigenvalues.mp4
29.2 MB
6. Eigenvalues and Eigenvectors/2. How to Find Eigenvalues and Eigenvectors (pt 2).mp4
27.19 MB
6. Eigenvalues and Eigenvectors/4. Exercise Why Do A^TA and AA^T Have the Same Eigenvalues.mp4
26.4 MB
6. Eigenvalues and Eigenvectors/5. Exercise Eigenvalues of the Inverse.mp4
25.33 MB
6. Eigenvalues and Eigenvectors/17. Eigenvalues in Python.srt
34.33 KB
6. Eigenvalues and Eigenvectors/1. How to Find Eigenvalues and Eigenvectors (pt 1).srt
25.98 KB
6. Eigenvalues and Eigenvectors/13. Constructing the SVD (Proof of SVD).srt
25.77 KB
6. Eigenvalues and Eigenvectors/12. Diagonalization.srt
25.19 KB
6. Eigenvalues and Eigenvectors/3. Exercise Rotation Matrix.srt
24.12 KB
6. Eigenvalues and Eigenvectors/19. Eigenvalues and Eigenvectors Summary.srt
15.39 KB
6. Eigenvalues and Eigenvectors/16. Functions of Matrices (Optional).srt
14.52 KB
6. Eigenvalues and Eigenvectors/6. Conjugate Transpose and Hermitian Matrices.srt
11.54 KB
6. Eigenvalues and Eigenvectors/15. Application The Vanishing Gradient Problem.srt
9.64 KB
6. Eigenvalues and Eigenvectors/14. Matrix Powers.srt
9.4 KB
6. Eigenvalues and Eigenvectors/9. Test for Positive Definiteness Using Eigenvalues.srt
8.28 KB
6. Eigenvalues and Eigenvectors/7. Hermitian Matrices Have Real Eigenvalues.srt
7.52 KB
6. Eigenvalues and Eigenvectors/8. Why Do Hermitian Matrices Have Orthogonal Eigenvectors.srt
6.81 KB
6. Eigenvalues and Eigenvectors/18. Quiz Square Root of a Matrix.srt
6.15 KB
6. Eigenvalues and Eigenvectors/11. Invertibility From Eigenvalues (Positive Definite Matrices Are Invertible).srt
5.13 KB
6. Eigenvalues and Eigenvectors/2. How to Find Eigenvalues and Eigenvectors (pt 2).srt
3.36 KB
6. Eigenvalues and Eigenvectors/4. Exercise Why Do A^TA and AA^T Have the Same Eigenvalues.srt
3.09 KB
6. Eigenvalues and Eigenvectors/10. Determinant From Eigenvalues.srt
2.95 KB
6. Eigenvalues and Eigenvectors/5. Exercise Eigenvalues of the Inverse.srt
2.67 KB
7. Setting Up Your Environment (AppendixFAQ by Student Request)/2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4
147.17 MB
7. Setting Up Your Environment (AppendixFAQ by Student Request)/1. Anaconda Environment Setup.mp4
52.63 MB
7. Setting Up Your Environment (AppendixFAQ by Student Request)/1. Anaconda Environment Setup.srt
20.13 KB
7. Setting Up Your Environment (AppendixFAQ by Student Request)/2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.srt
15.86 KB
8. Effective Learning Strategies (AppendixFAQ by Student Request)/4. What order should I take your courses in (part 2).mp4
105.89 MB
8. Effective Learning Strategies (AppendixFAQ by Student Request)/1. Can YouTube Teach Me Calculus.mp4
86.85 MB
8. Effective Learning Strategies (AppendixFAQ by Student Request)/3. What order should I take your courses in (part 1).mp4
77.89 MB
8. Effective Learning Strategies (AppendixFAQ by Student Request)/2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4
38.49 MB
8. Effective Learning Strategies (AppendixFAQ by Student Request)/2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.srt
32.51 KB
8. Effective Learning Strategies (AppendixFAQ by Student Request)/1. Can YouTube Teach Me Calculus.srt
24.95 KB
8. Effective Learning Strategies (AppendixFAQ by Student Request)/4. What order should I take your courses in (part 2).srt
23.96 KB
8. Effective Learning Strategies (AppendixFAQ by Student Request)/3. What order should I take your courses in (part 1).srt
16.75 KB
9. Appendix FAQ Finale/2. BONUS.mp4
39.92 MB
9. Appendix FAQ Finale/1. What is the Appendix.mp4
16.2 MB
9. Appendix FAQ Finale/2. BONUS.srt
7.94 KB
9. Appendix FAQ Finale/1. What is the Appendix.srt
3.73 KB
相关资源

免责声明

本网站仅提供DHT网络资源索引服务，不存储任何资源文件。所有资源均来自DHT网络，本站无法控制其内容。请遵守当地法律法规，合理使用网络资源。如涉及版权问题，请联系 fuckatgfw@protonmail.com。

© 2026 鹿鹿堂