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Math 0-1 - Matrix Calculus in Data Science and Machine Learning
- Date: 2025-04-14
- Size: 936 MB
- Files: 72
File Name
Size
Chapter 4 Setting Up Your Environment (AppendixFAQ by Student Request)/002. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4
65 MB
Chapter 1 Introduction/001. Introduction and Outline.mp4
13 MB
Chapter 1 Introduction/002. How to succeed in this course.en.srt
14 kB
Chapter 1 Introduction/002. How to succeed in this course.mp4
18 MB
Chapter 1 Introduction/003. Where to get the code.en.srt
1.7 kB
Chapter 1 Introduction/003. Where to get the code.mp4
3.2 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
6.2 MB
Chapter 2 Matrix and Vector Derivatives/002. Linear Form.en.srt
8.7 kB
Chapter 2 Matrix and Vector Derivatives/002. Linear Form.mp4
14 MB
Chapter 2 Matrix and Vector Derivatives/003. Quadratic Form (pt 1).en.srt
30 kB
Chapter 2 Matrix and Vector Derivatives/003. Quadratic Form (pt 1).mp4
54 MB
Chapter 2 Matrix and Vector Derivatives/004. Quadratic Form (pt 2).en.srt
7.1 kB
Chapter 2 Matrix and Vector Derivatives/004. Quadratic Form (pt 2).mp4
11 MB
Chapter 2 Matrix and Vector Derivatives/005. Exercise Quadratic.en.srt
4.7 kB
Chapter 2 Matrix and Vector Derivatives/005. Exercise Quadratic.mp4
8.0 MB
Chapter 2 Matrix and Vector Derivatives/006. Exercise Least Squares.en.srt
11 kB
Chapter 2 Matrix and Vector Derivatives/006. Exercise Least Squares.mp4
22 MB
Chapter 2 Matrix and Vector Derivatives/007. Exercise Gaussian.en.srt
30 kB
Chapter 2 Matrix and Vector Derivatives/007. Exercise Gaussian.mp4
65 MB
Chapter 2 Matrix and Vector Derivatives/008. Chain Rule.en.srt
12 kB
Chapter 2 Matrix and Vector Derivatives/008. Chain Rule.mp4
24 MB
Chapter 2 Matrix and Vector Derivatives/009. Chain Rule in Matrix Form.en.srt
17 kB
Chapter 2 Matrix and Vector Derivatives/009. Chain Rule in Matrix Form.mp4
29 MB
Chapter 2 Matrix and Vector Derivatives/010. Chain Rule Generalized.en.srt
23 kB
Chapter 2 Matrix and Vector Derivatives/010. Chain Rule Generalized.mp4
45 MB
Chapter 2 Matrix and Vector Derivatives/011. Exercise Quadratic with Constraints.en.srt
13 kB
Chapter 2 Matrix and Vector Derivatives/011. Exercise Quadratic with Constraints.mp4
20 MB
Chapter 2 Matrix and Vector Derivatives/012. Left and Right Inverse as Optimization Problems.en.srt
22 kB
Chapter 2 Matrix and Vector Derivatives/012. Left and Right Inverse as Optimization Problems.mp4
39 MB
Chapter 2 Matrix and Vector Derivatives/013. Derivative of Determinant.en.srt
10 kB
Chapter 2 Matrix and Vector Derivatives/013. Derivative of Determinant.mp4
24 MB
Chapter 2 Matrix and Vector Derivatives/014. Derivatives - Section Summary.en.srt
1.9 kB
Chapter 2 Matrix and Vector Derivatives/014. Derivatives - Section Summary.mp4
2.4 MB
Chapter 2 Matrix and Vector Derivatives/015. Suggestion Box.en.srt
4.6 kB
Chapter 2 Matrix and Vector Derivatives/015. Suggestion Box.mp4
11 MB
Chapter 3 Optimization Techniques/001. Optimization - Section Introduction.en.srt
3.3 kB
Chapter 3 Optimization Techniques/001. Optimization - Section Introduction.mp4
4.1 MB
Chapter 3 Optimization Techniques/002. Second Derivative Test in Multiple Dimensions.en.srt
12 kB
Chapter 3 Optimization Techniques/002. Second Derivative Test in Multiple Dimensions.mp4
21 MB
Chapter 3 Optimization Techniques/003. Gradient Descent (One Dimension).en.srt
32 kB
Chapter 3 Optimization Techniques/003. Gradient Descent (One Dimension).mp4
54 MB
Chapter 3 Optimization Techniques/004. Gradient Descent (Multiple Dimensions).en.srt
8.4 kB
Chapter 3 Optimization Techniques/004. Gradient Descent (Multiple Dimensions).mp4
15 MB
Chapter 3 Optimization Techniques/005. Newton's Method (One Dimension).en.srt
12 kB
Chapter 3 Optimization Techniques/005. Newton's Method (One Dimension).mp4
22 MB
Chapter 3 Optimization Techniques/006. Newton's Method (Multiple Dimensions).en.srt
20 kB
Chapter 3 Optimization Techniques/006. Newton's Method (Multiple Dimensions).mp4
37 MB
Chapter 3 Optimization Techniques/007. Exercise Newton's Method for Least Squares.en.srt
12 kB
Chapter 3 Optimization Techniques/007. Exercise Newton's Method for Least Squares.mp4
21 MB
Chapter 3 Optimization Techniques/008. Exercise Code Preparation.en.srt
19 kB
Chapter 3 Optimization Techniques/008. Exercise Code Preparation.mp4
40 MB
Chapter 3 Optimization Techniques/009. Gradient Descent and Newton's Method in Python.en.srt
19 kB
Chapter 3 Optimization Techniques/009. Gradient Descent and Newton's Method in Python.mp4
35 MB
Chapter 3 Optimization Techniques/010. Optimization - Section Summary.en.srt
2.7 kB
Chapter 3 Optimization Techniques/010. Optimization - Section Summary.mp4
3.8 MB
Chapter 4 Setting Up Your Environment (AppendixFAQ by Student Request)/001. Anaconda Environment Setup.en.srt
17 kB
Chapter 4 Setting Up Your Environment (AppendixFAQ by Student Request)/001. Anaconda Environment Setup.mp4
47 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
22 kB
Chapter 1 Introduction/001. Introduction and Outline.en.srt
7.3 kB
Chapter 5 Effective Learning Strategies (AppendixFAQ by Student Request)/001. Can YouTube Teach Me Calculus (Optional).en.srt
24 kB
Chapter 5 Effective Learning Strategies (AppendixFAQ by Student Request)/001. Can YouTube Teach Me Calculus (Optional).mp4
39 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
34 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
40 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
27 MB
Chapter 5 Effective Learning Strategies (AppendixFAQ by Student Request)/004. What order should I take your courses in (part 2).en.srt
25 kB
Chapter 5 Effective Learning Strategies (AppendixFAQ by Student Request)/004. What order should I take your courses in (part 2).mp4
35 MB
Chapter 6 Appendix FAQ Finale/001. What is the Appendix.en.srt
4.1 kB
Chapter 6 Appendix FAQ Finale/001. What is the Appendix.mp4
5.8 MB
Chapter 6 Appendix FAQ Finale/002. BONUS.en.srt
7.9 kB
Chapter 6 Appendix FAQ Finale/002. BONUS.mp4
17 MB