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

磁力链接/BT种子名称

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

磁力链接/BT种子简介

种子哈希：bbf97a29640ad2272c34a44c224c56e7c1028cac
文件大小： 10.39G
已经下载：383次
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收录时间：2025-07-03
最近下载：2025-08-30

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文件列表

  • 5. Matrix Rank/1. Linear Independence and Dependence.mp4 376.3 MB
  • 3. Vectors and Matrices/9. What is a Matrix.mp4 292.2 MB
  • 6. Eigenvalues and Eigenvectors/13. Constructing the SVD (Proof of SVD).mp4 291.7 MB
  • 4. Matrix Operations and Special Matrices/21. Positive Definite and Negative Definite Matrices.mp4 269.1 MB
  • 5. Matrix Rank/4. Matrix Decompositions (SVD, QR, LU, Cholesky).mp4 269.1 MB
  • 4. Matrix Operations and Special Matrices/16. Determinants (pt 2).mp4 267.2 MB
  • 6. Eigenvalues and Eigenvectors/12. Diagonalization.mp4 261.9 MB
  • 5. Matrix Rank/5. Rank After Multplication.mp4 257.2 MB
  • 6. Eigenvalues and Eigenvectors/1. How to Find Eigenvalues and Eigenvectors (pt 1).mp4 255.4 MB
  • 4. Matrix Operations and Special Matrices/7. Properties of the Matrix Transpose.mp4 253.9 MB
  • 4. Matrix Operations and Special Matrices/3. Matrix Inverse.mp4 249.2 MB
  • 2. Linear Systems Review/4. Gaussian Elimination.mp4 240.1 MB
  • 3. Vectors and Matrices/6. Application Neural Embeddings, Cosine Similarity (Optional).mp4 238.1 MB
  • 5. Matrix Rank/3. The Rank of a Matrix.mp4 234.3 MB
  • 6. Eigenvalues and Eigenvectors/3. Exercise Rotation Matrix.mp4 232.6 MB
  • 4. Matrix Operations and Special Matrices/23. Exercise Complete the Square.mp4 226.5 MB
  • 3. Vectors and Matrices/1. What is a Vector.mp4 210.7 MB
  • 4. Matrix Operations and Special Matrices/6. Matrix Transpose.mp4 197.9 MB
  • 4. Matrix Operations and Special Matrices/15. Determinants (pt 1).mp4 197.9 MB
  • 3. Vectors and Matrices/11. Matrix Multiplication.mp4 196.8 MB
  • 5. Matrix Rank/7. Applications Recommender Systems and Topic Modeling (Optional).mp4 188.6 MB
  • 2. Linear Systems Review/3. 3 Equations and 3 Unknowns.mp4 172.1 MB
  • 3. Vectors and Matrices/3. Dot Product.mp4 167.6 MB
  • 7. Setting Up Your Environment (AppendixFAQ by Student Request)/2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4 154.3 MB
  • 6. Eigenvalues and Eigenvectors/17. Eigenvalues in Python.mp4 152.3 MB
  • 4. Matrix Operations and Special Matrices/10. Orthogonal and Orthonormal Matrices and Vectors.mp4 149.0 MB
  • 6. Eigenvalues and Eigenvectors/16. Functions of Matrices (Optional).mp4 143.9 MB
  • 5. Matrix Rank/6. Low-Rank Approximations and Frobenius Norm.mp4 140.0 MB
  • 2. Linear Systems Review/2. 2 Equations and 2 Unknowns.mp4 140.0 MB
  • 4. Matrix Operations and Special Matrices/9. Transpose in Higher Dimensions.mp4 139.7 MB
  • 3. Vectors and Matrices/13. Matrix-Vector Product.mp4 138.6 MB
  • 5. Matrix Rank/8. Applications of SVD Data Visualization and Feature Selection (Optional).mp4 133.9 MB
  • 4. Matrix Operations and Special Matrices/17. Determinant Formula (Optional).mp4 124.1 MB
  • 3. Vectors and Matrices/2. Adding and Subtracting Vectors.mp4 121.4 MB
  • 3. Vectors and Matrices/5. Dot Product Exercises in Python.mp4 120.6 MB
  • 6. Eigenvalues and Eigenvectors/6. Conjugate Transpose and Hermitian Matrices.mp4 119.5 MB
  • 5. Matrix Rank/11. Matrix Decompositions in Python.mp4 117.5 MB
  • 4. Matrix Operations and Special Matrices/2. Diagonal Matrices.mp4 116.5 MB
  • 8. Effective Learning Strategies (AppendixFAQ by Student Request)/4. What order should I take your courses in (part 2).mp4 111.0 MB
  • 2. Linear Systems Review/1. Lines and Planes.mp4 107.6 MB
  • 3. Vectors and Matrices/16. Outer Product.mp4 105.4 MB
  • 4. Matrix Operations and Special Matrices/14. Exercise Why Are Orthogonal Matrices Length- and Angle-Preserving.mp4 100.1 MB
  • 5. Matrix Rank/9. Application LoRA for Diffusion Models and LLMs (Optional).mp4 99.3 MB
  • 3. Vectors and Matrices/4. Dot Product (pt 2).mp4 97.7 MB
  • 3. Vectors and Matrices/18. Matrix Exercises in Python.mp4 96.8 MB
  • 3. Vectors and Matrices/12. Properties of Matrix Multiplication.mp4 92.1 MB
  • 6. Eigenvalues and Eigenvectors/9. Test for Positive Definiteness Using Eigenvalues.mp4 91.1 MB
  • 8. Effective Learning Strategies (AppendixFAQ by Student Request)/1. Can YouTube Teach Me Calculus.mp4 91.1 MB
  • 6. Eigenvalues and Eigenvectors/15. Application The Vanishing Gradient Problem.mp4 90.6 MB
  • 2. Linear Systems Review/6. Infinitely Many Solutions.mp4 86.5 MB
  • 6. Eigenvalues and Eigenvectors/14. Matrix Powers.mp4 86.4 MB
  • 5. Matrix Rank/2. Geometric Interpretation of Linear Combinations.mp4 85.9 MB
  • 4. Matrix Operations and Special Matrices/24. Matrix Operations Exercises in Python.mp4 84.5 MB
  • 3. Vectors and Matrices/7. Exercise Normalizing a Vector.mp4 83.2 MB
  • 4. Matrix Operations and Special Matrices/5. Singular Matrices.mp4 83.0 MB
  • 8. Effective Learning Strategies (AppendixFAQ by Student Request)/3. What order should I take your courses in (part 1).mp4 81.7 MB
  • 3. Vectors and Matrices/20. Vectors and Matrices Summary.mp4 81.1 MB
  • 4. Matrix Operations and Special Matrices/8. Symmetric Matrices.mp4 81.0 MB
  • 4. Matrix Operations and Special Matrices/20. Matrix Trace (Optional).mp4 79.9 MB
  • 3. Vectors and Matrices/14. Application Neural Networks.mp4 79.2 MB
  • 4. Matrix Operations and Special Matrices/4. Exercise Inverse of the Inverse.mp4 77.1 MB
  • 3. Vectors and Matrices/17. Application Replicating GPT-4 (Optional).mp4 76.2 MB
  • 6. Eigenvalues and Eigenvectors/19. Eigenvalues and Eigenvectors Summary.mp4 74.5 MB
  • 6. Eigenvalues and Eigenvectors/8. Why Do Hermitian Matrices Have Orthogonal Eigenvectors.mp4 67.4 MB
  • 4. Matrix Operations and Special Matrices/25. Matrix Operations and Special Matrices Summary.mp4 66.4 MB
  • 6. Eigenvalues and Eigenvectors/7. Hermitian Matrices Have Real Eigenvalues.mp4 64.9 MB
  • 3. Vectors and Matrices/19. Linear Systems Revisited.mp4 61.9 MB
  • 4. Matrix Operations and Special Matrices/1. Identity Matrix.mp4 60.2 MB
  • 4. Matrix Operations and Special Matrices/18. Determinant Identities (Optional).mp4 60.2 MB
  • 5. Matrix Rank/10. Exercise Generating a Positive Semi-Definite Matrix.mp4 58.4 MB
  • 6. Eigenvalues and Eigenvectors/18. Quiz Square Root of a Matrix.mp4 58.1 MB
  • 7. Setting Up Your Environment (AppendixFAQ by Student Request)/1. Anaconda Environment Setup.mp4 55.2 MB
  • 3. Vectors and Matrices/8. Exercise The Vector Normal to a Plane.mp4 52.1 MB
  • 2. Linear Systems Review/5. No Solutions.mp4 51.4 MB
  • 6. Eigenvalues and Eigenvectors/11. Invertibility From Eigenvalues (Positive Definite Matrices Are Invertible).mp4 48.7 MB
  • 1. Introduction/1. Introduction and Outline.mp4 48.5 MB
  • 1. Introduction/2. How to Succeed in this Course.mp4 43.2 MB
  • 9. Appendix FAQ Finale/2. BONUS.mp4 41.9 MB
  • 4. Matrix Operations and Special Matrices/22. Exercise Inverse of a Positive Definite Matrix.mp4 41.3 MB
  • 8. Effective Learning Strategies (AppendixFAQ by Student Request)/2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4 40.4 MB
  • 4. Matrix Operations and Special Matrices/13. Exercise Transpose of Inverse of Symmetric Matrix.mp4 40.0 MB
  • 3. Vectors and Matrices/10. Matrix Addition and Scalar Multiplication.mp4 38.4 MB
  • 4. Matrix Operations and Special Matrices/11. Exercise Orthogonal Matrices.mp4 33.0 MB
  • 3. Vectors and Matrices/15. Element-Wise Product.mp4 33.0 MB
  • 5. Matrix Rank/12. Matrix Rank Summary.mp4 32.8 MB
  • 6. Eigenvalues and Eigenvectors/10. Determinant From Eigenvalues.mp4 30.6 MB
  • 2. Linear Systems Review/8. Suggestion Box.mp4 29.9 MB
  • 6. Eigenvalues and Eigenvectors/2. How to Find Eigenvalues and Eigenvectors (pt 2).mp4 28.5 MB
  • 6. Eigenvalues and Eigenvectors/4. Exercise Why Do A^TA and AA^T Have the Same Eigenvalues.mp4 27.7 MB
  • 6. Eigenvalues and Eigenvectors/5. Exercise Eigenvalues of the Inverse.mp4 26.6 MB
  • 2. Linear Systems Review/7. Review Summary.mp4 24.9 MB
  • 4. Matrix Operations and Special Matrices/19. Exercise Determinant of a Unitary Matrix.mp4 24.5 MB
  • 4. Matrix Operations and Special Matrices/12. Exercise Inverse of a Product.mp4 23.7 MB
  • 1. Introduction/3. Where to Get the Code.mp4 23.1 MB
  • 1. Introduction/4. How to Take this Course.mp4 21.3 MB
  • 9. Appendix FAQ Finale/1. What is the Appendix.mp4 17.0 MB
  • 5. Matrix Rank/1. Linear Independence and Dependence.srt 38.9 kB
  • 6. Eigenvalues and Eigenvectors/17. Eigenvalues in Python.srt 35.2 kB
  • 3. Vectors and Matrices/9. What is a Matrix.srt 35.0 kB
  • 4. Matrix Operations and Special Matrices/7. Properties of the Matrix Transpose.srt 34.5 kB
  • 8. Effective Learning Strategies (AppendixFAQ by Student Request)/2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.srt 33.3 kB
  • 3. Vectors and Matrices/18. Matrix Exercises in Python.srt 33.2 kB
  • 4. Matrix Operations and Special Matrices/16. Determinants (pt 2).srt 28.1 kB
  • 3. Vectors and Matrices/6. Application Neural Embeddings, Cosine Similarity (Optional).srt 28.0 kB
  • 4. Matrix Operations and Special Matrices/3. Matrix Inverse.srt 27.1 kB
  • 2. Linear Systems Review/4. Gaussian Elimination.srt 26.9 kB
  • 6. Eigenvalues and Eigenvectors/1. How to Find Eigenvalues and Eigenvectors (pt 1).srt 26.6 kB
  • 5. Matrix Rank/4. Matrix Decompositions (SVD, QR, LU, Cholesky).srt 26.6 kB
  • 6. Eigenvalues and Eigenvectors/13. Constructing the SVD (Proof of SVD).srt 26.4 kB
  • 4. Matrix Operations and Special Matrices/21. Positive Definite and Negative Definite Matrices.srt 26.1 kB
  • 5. Matrix Rank/11. Matrix Decompositions in Python.srt 26.0 kB
  • 6. Eigenvalues and Eigenvectors/12. Diagonalization.srt 25.8 kB
  • 8. Effective Learning Strategies (AppendixFAQ by Student Request)/1. Can YouTube Teach Me Calculus.srt 25.5 kB
  • 3. Vectors and Matrices/1. What is a Vector.srt 25.4 kB
  • 4. Matrix Operations and Special Matrices/23. Exercise Complete the Square.srt 25.1 kB
  • 6. Eigenvalues and Eigenvectors/3. Exercise Rotation Matrix.srt 24.7 kB
  • 5. Matrix Rank/5. Rank After Multplication.srt 24.7 kB
  • 8. Effective Learning Strategies (AppendixFAQ by Student Request)/4. What order should I take your courses in (part 2).srt 24.5 kB
  • 3. Vectors and Matrices/5. Dot Product Exercises in Python.srt 23.6 kB
  • 4. Matrix Operations and Special Matrices/15. Determinants (pt 1).srt 23.1 kB
  • 4. Matrix Operations and Special Matrices/6. Matrix Transpose.srt 22.1 kB
  • 3. Vectors and Matrices/11. Matrix Multiplication.srt 22.0 kB
  • 5. Matrix Rank/3. The Rank of a Matrix.srt 21.5 kB
  • 2. Linear Systems Review/3. 3 Equations and 3 Unknowns.srt 20.6 kB
  • 7. Setting Up Your Environment (AppendixFAQ by Student Request)/1. Anaconda Environment Setup.srt 20.6 kB
  • 4. Matrix Operations and Special Matrices/24. Matrix Operations Exercises in Python.srt 18.9 kB
  • 3. Vectors and Matrices/3. Dot Product.srt 18.8 kB
  • 5. Matrix Rank/7. Applications Recommender Systems and Topic Modeling (Optional).srt 18.7 kB
  • 8. Effective Learning Strategies (AppendixFAQ by Student Request)/3. What order should I take your courses in (part 1).srt 17.1 kB
  • 4. Matrix Operations and Special Matrices/9. Transpose in Higher Dimensions.srt 16.9 kB
  • 4. Matrix Operations and Special Matrices/25. Matrix Operations and Special Matrices Summary.srt 16.6 kB
  • 3. Vectors and Matrices/20. Vectors and Matrices Summary.srt 16.3 kB
  • 7. Setting Up Your Environment (AppendixFAQ by Student Request)/2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.srt 16.2 kB
  • 2. Linear Systems Review/2. 2 Equations and 2 Unknowns.srt 16.0 kB
  • 6. Eigenvalues and Eigenvectors/19. Eigenvalues and Eigenvectors Summary.srt 15.8 kB
  • 4. Matrix Operations and Special Matrices/10. Orthogonal and Orthonormal Matrices and Vectors.srt 15.5 kB
  • 4. Matrix Operations and Special Matrices/17. Determinant Formula (Optional).srt 15.2 kB
  • 3. Vectors and Matrices/13. Matrix-Vector Product.srt 14.9 kB
  • 6. Eigenvalues and Eigenvectors/16. Functions of Matrices (Optional).srt 14.9 kB
  • 5. Matrix Rank/6. Low-Rank Approximations and Frobenius Norm.srt 13.6 kB
  • 1. Introduction/1. Introduction and Outline.srt 13.5 kB
  • 5. Matrix Rank/8. Applications of SVD Data Visualization and Feature Selection (Optional).srt 13.3 kB
  • 3. Vectors and Matrices/2. Adding and Subtracting Vectors.srt 13.1 kB
  • 1. Introduction/2. How to Succeed in this Course.srt 12.8 kB
  • 6. Eigenvalues and Eigenvectors/6. Conjugate Transpose and Hermitian Matrices.srt 11.8 kB
  • 2. Linear Systems Review/1. Lines and Planes.srt 11.7 kB
  • 3. Vectors and Matrices/16. Outer Product.srt 11.4 kB
  • 3. Vectors and Matrices/4. Dot Product (pt 2).srt 11.1 kB
  • 4. Matrix Operations and Special Matrices/14. Exercise Why Are Orthogonal Matrices Length- and Angle-Preserving.srt 11.1 kB
  • 5. Matrix Rank/9. Application LoRA for Diffusion Models and LLMs (Optional).srt 10.4 kB
  • 2. Linear Systems Review/6. Infinitely Many Solutions.srt 10.3 kB
  • 6. Eigenvalues and Eigenvectors/15. Application The Vanishing Gradient Problem.srt 9.9 kB
  • 3. Vectors and Matrices/7. Exercise Normalizing a Vector.srt 9.8 kB
  • 6. Eigenvalues and Eigenvectors/14. Matrix Powers.srt 9.6 kB
  • 4. Matrix Operations and Special Matrices/5. Singular Matrices.srt 9.5 kB
  • 3. Vectors and Matrices/12. Properties of Matrix Multiplication.srt 9.4 kB
  • 4. Matrix Operations and Special Matrices/2. Diagonal Matrices.srt 9.3 kB
  • 4. Matrix Operations and Special Matrices/8. Symmetric Matrices.srt 8.8 kB
  • 3. Vectors and Matrices/17. Application Replicating GPT-4 (Optional).srt 8.6 kB
  • 4. Matrix Operations and Special Matrices/20. Matrix Trace (Optional).srt 8.6 kB
  • 5. Matrix Rank/2. Geometric Interpretation of Linear Combinations.srt 8.5 kB
  • 6. Eigenvalues and Eigenvectors/9. Test for Positive Definiteness Using Eigenvalues.srt 8.5 kB
  • 3. Vectors and Matrices/14. Application Neural Networks.srt 8.3 kB
  • 4. Matrix Operations and Special Matrices/4. Exercise Inverse of the Inverse.srt 8.2 kB
  • 9. Appendix FAQ Finale/2. BONUS.srt 8.1 kB
  • 6. Eigenvalues and Eigenvectors/7. Hermitian Matrices Have Real Eigenvalues.srt 7.7 kB
  • 4. Matrix Operations and Special Matrices/18. Determinant Identities (Optional).srt 7.6 kB
  • 3. Vectors and Matrices/19. Linear Systems Revisited.srt 7.0 kB
  • 6. Eigenvalues and Eigenvectors/8. Why Do Hermitian Matrices Have Orthogonal Eigenvectors.srt 7.0 kB
  • 5. Matrix Rank/12. Matrix Rank Summary.srt 6.9 kB
  • 4. Matrix Operations and Special Matrices/1. Identity Matrix.srt 6.8 kB
  • 6. Eigenvalues and Eigenvectors/18. Quiz Square Root of a Matrix.srt 6.3 kB
  • 2. Linear Systems Review/7. Review Summary.srt 5.9 kB
  • 2. Linear Systems Review/5. No Solutions.srt 5.8 kB
  • 5. Matrix Rank/10. Exercise Generating a Positive Semi-Definite Matrix.srt 5.7 kB
  • 3. Vectors and Matrices/8. Exercise The Vector Normal to a Plane.srt 5.6 kB
  • 1. Introduction/3. Where to Get the Code.srt 5.3 kB
  • 6. Eigenvalues and Eigenvectors/11. Invertibility From Eigenvalues (Positive Definite Matrices Are Invertible).srt 5.3 kB
  • 2. Linear Systems Review/8. Suggestion Box.srt 4.9 kB
  • 3. Vectors and Matrices/10. Matrix Addition and Scalar Multiplication.srt 4.3 kB
  • 4. Matrix Operations and Special Matrices/13. Exercise Transpose of Inverse of Symmetric Matrix.srt 4.3 kB
  • 4. Matrix Operations and Special Matrices/22. Exercise Inverse of a Positive Definite Matrix.srt 4.2 kB
  • 4. Matrix Operations and Special Matrices/11. Exercise Orthogonal Matrices.srt 4.0 kB
  • 9. Appendix FAQ Finale/1. What is the Appendix.srt 3.8 kB
  • 3. Vectors and Matrices/15. Element-Wise Product.srt 3.4 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 3.2 kB
  • 6. Eigenvalues and Eigenvectors/10. Determinant From Eigenvalues.srt 3.0 kB
  • 1. Introduction/4. How to Take this Course.srt 2.8 kB
  • 6. Eigenvalues and Eigenvectors/5. Exercise Eigenvalues of the Inverse.srt 2.7 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
  • 1. Introduction/3.2 Github Link.html 147 Bytes
  • 1. Introduction/3.1 Code Link.html 128 Bytes

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本站不存储任何资源内容，只收集BT种子元数据(例如文件名和文件大小)和磁力链接(BT种子标识符)，并提供查询服务，是一个完全合法的搜索引擎系统。 网站不提供种子下载服务，用户可以通过第三方链接或磁力链接获取到相关的种子资源。本站也不对BT种子真实性及合法性负责，请用户注意甄别！