Math 0-1 - Matrix Calculus in Data Science and Machine Learning
大小936.28 MB
文件数72
Info Hash:79C173BEF0F2CACB5947E5B198E120287322C28C
收录时间2025-12-12 22:49:20
更新时间2025-12-12 22:49:20
文件列表 (72)
Chapter 4 Setting Up Your Environment (AppendixFAQ by Student Request)/002. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4
64.92 MB
Chapter 1 Introduction/001. Introduction and Outline.mp4
13.01 MB
Chapter 1 Introduction/002. How to succeed in this course.en.srt
13.56 KB
Chapter 1 Introduction/002. How to succeed in this course.mp4
17.48 MB
Chapter 1 Introduction/003. Where to get the code.en.srt
1.66 KB
Chapter 1 Introduction/003. Where to get the code.mp4
3.16 MB
Chapter 2 Matrix and Vector Derivatives/001. Derivatives - Section Introduction.en.srt
5.6 KB
Chapter 2 Matrix and Vector Derivatives/001. Derivatives - Section Introduction.mp4
6.22 MB
Chapter 2 Matrix and Vector Derivatives/002. Linear Form.en.srt
8.71 KB
Chapter 2 Matrix and Vector Derivatives/002. Linear Form.mp4
14.07 MB
Chapter 2 Matrix and Vector Derivatives/003. Quadratic Form (pt 1).en.srt
30.45 KB
Chapter 2 Matrix and Vector Derivatives/003. Quadratic Form (pt 1).mp4
53.56 MB
Chapter 2 Matrix and Vector Derivatives/004. Quadratic Form (pt 2).en.srt
7.11 KB
Chapter 2 Matrix and Vector Derivatives/004. Quadratic Form (pt 2).mp4
11.02 MB
Chapter 2 Matrix and Vector Derivatives/005. Exercise Quadratic.en.srt
4.68 KB
Chapter 2 Matrix and Vector Derivatives/005. Exercise Quadratic.mp4
8.03 MB
Chapter 2 Matrix and Vector Derivatives/006. Exercise Least Squares.en.srt
11.36 KB
Chapter 2 Matrix and Vector Derivatives/006. Exercise Least Squares.mp4
21.63 MB
Chapter 2 Matrix and Vector Derivatives/007. Exercise Gaussian.en.srt
30.31 KB
Chapter 2 Matrix and Vector Derivatives/007. Exercise Gaussian.mp4
64.71 MB
Chapter 2 Matrix and Vector Derivatives/008. Chain Rule.en.srt
12.52 KB
Chapter 2 Matrix and Vector Derivatives/008. Chain Rule.mp4
23.94 MB
Chapter 2 Matrix and Vector Derivatives/009. Chain Rule in Matrix Form.en.srt
16.76 KB
Chapter 2 Matrix and Vector Derivatives/009. Chain Rule in Matrix Form.mp4
29.39 MB
Chapter 2 Matrix and Vector Derivatives/010. Chain Rule Generalized.en.srt
22.79 KB
Chapter 2 Matrix and Vector Derivatives/010. Chain Rule Generalized.mp4
45.29 MB
Chapter 2 Matrix and Vector Derivatives/011. Exercise Quadratic with Constraints.en.srt
12.56 KB
Chapter 2 Matrix and Vector Derivatives/011. Exercise Quadratic with Constraints.mp4
20.24 MB
Chapter 2 Matrix and Vector Derivatives/012. Left and Right Inverse as Optimization Problems.en.srt
22.25 KB
Chapter 2 Matrix and Vector Derivatives/012. Left and Right Inverse as Optimization Problems.mp4
38.87 MB
Chapter 2 Matrix and Vector Derivatives/013. Derivative of Determinant.en.srt
10.22 KB
Chapter 2 Matrix and Vector Derivatives/013. Derivative of Determinant.mp4
23.65 MB
Chapter 2 Matrix and Vector Derivatives/014. Derivatives - Section Summary.en.srt
1.86 KB
Chapter 2 Matrix and Vector Derivatives/014. Derivatives - Section Summary.mp4
2.41 MB
Chapter 2 Matrix and Vector Derivatives/015. Suggestion Box.en.srt
4.62 KB
Chapter 2 Matrix and Vector Derivatives/015. Suggestion Box.mp4
Chapter 4 Setting Up Your Environment (AppendixFAQ by Student Request)/001. Anaconda Environment Setup.en.srt
16.91 KB
Chapter 4 Setting Up Your Environment (AppendixFAQ by Student Request)/001. Anaconda Environment Setup.mp4
47.19 MB
Chapter 4 Setting Up Your Environment (AppendixFAQ by Student Request)/002. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.en.srt
21.73 KB
Chapter 1 Introduction/001. Introduction and Outline.en.srt
7.35 KB
Chapter 5 Effective Learning Strategies (AppendixFAQ by Student Request)/001. Can YouTube Teach Me Calculus (Optional).en.srt
24.53 KB
Chapter 5 Effective Learning Strategies (AppendixFAQ by Student Request)/001. Can YouTube Teach Me Calculus (Optional).mp4
38.83 MB
Chapter 5 Effective Learning Strategies (AppendixFAQ by Student Request)/002. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.en.srt
33.81 KB
Chapter 5 Effective Learning Strategies (AppendixFAQ by Student Request)/002. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4
39.8 MB
Chapter 5 Effective Learning Strategies (AppendixFAQ by Student Request)/003. What order should I take your courses in (part 1).en.srt
18 KB
Chapter 5 Effective Learning Strategies (AppendixFAQ by Student Request)/003. What order should I take your courses in (part 1).mp4
26.63 MB
Chapter 5 Effective Learning Strategies (AppendixFAQ by Student Request)/004. What order should I take your courses in (part 2).en.srt
25.31 KB
Chapter 5 Effective Learning Strategies (AppendixFAQ by Student Request)/004. What order should I take your courses in (part 2).mp4
34.65 MB
Chapter 6 Appendix FAQ Finale/001. What is the Appendix.en.srt
4.05 KB
Chapter 6 Appendix FAQ Finale/001. What is the Appendix.mp4