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Udemy - Math 0-1 Matrix Calculus in Data Science & Machine Learning (12.2024)

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File Name
Size
1 - Introduction/2 -How to succeed in this course.mp4
42 MB
1 - Introduction/1 -Introduction and Outline.mp4
28 MB
1 - Introduction/3 -Where to get the code.mp4
27 MB
1 - Introduction/2 -How to succeed in this course.en_US.vtt
12 kB
1 - Introduction/1 -Introduction and Outline.en_US.vtt
6.0 kB
1 - Introduction/3 -Where to get the code.en_US.vtt
5.5 kB
1 - Introduction/3 -Github Link.url
110 B
1 - Introduction/3 -Code Link.url
90 B
2 - Matrix and Vector Derivatives/3 -Quadratic Form (pt 1).mp4
183 MB
2 - Matrix and Vector Derivatives/7 -Exercise Gaussian.mp4
170 MB
2 - Matrix and Vector Derivatives/10 -Chain Rule Generalized.mp4
141 MB
2 - Matrix and Vector Derivatives/12 -Left and Right Inverse as Optimization Problems.mp4
137 MB
2 - Matrix and Vector Derivatives/9 -Chain Rule in Matrix Form.mp4
99 MB
2 - Matrix and Vector Derivatives/8 -Chain Rule.mp4
80 MB
2 - Matrix and Vector Derivatives/6 -Exercise Least Squares.mp4
68 MB
2 - Matrix and Vector Derivatives/11 -Exercise Quadratic with Constraints.mp4
61 MB
2 - Matrix and Vector Derivatives/13 -Derivative of Determinant.mp4
57 MB
2 - Matrix and Vector Derivatives/2 -Linear Form.mp4
51 MB
2 - Matrix and Vector Derivatives/4 -Quadratic Form (pt 2).mp4
38 MB
2 - Matrix and Vector Derivatives/15 -Suggestion Box.mp4
28 MB
2 - Matrix and Vector Derivatives/5 -Exercise Quadratic.mp4
27 MB
2 - Matrix and Vector Derivatives/1 -Derivatives - Section Introduction.mp4
12 MB
2 - Matrix and Vector Derivatives/14 -Derivatives - Section Summary.mp4
5.2 MB
2 - Matrix and Vector Derivatives/7 -Exercise Gaussian.en_US.vtt
21 kB
2 - Matrix and Vector Derivatives/3 -Quadratic Form (pt 1).en_US.vtt
19 kB
2 - Matrix and Vector Derivatives/12 -Left and Right Inverse as Optimization Problems.en_US.vtt
15 kB
2 - Matrix and Vector Derivatives/10 -Chain Rule Generalized.en_US.vtt
14 kB
2 - Matrix and Vector Derivatives/9 -Chain Rule in Matrix Form.en_US.vtt
11 kB
2 - Matrix and Vector Derivatives/11 -Exercise Quadratic with Constraints.en_US.vtt
9.1 kB
2 - Matrix and Vector Derivatives/8 -Chain Rule.en_US.vtt
8.3 kB
2 - Matrix and Vector Derivatives/6 -Exercise Least Squares.en_US.vtt
8.1 kB
2 - Matrix and Vector Derivatives/13 -Derivative of Determinant.en_US.vtt
7.5 kB
2 - Matrix and Vector Derivatives/2 -Linear Form.en_US.vtt
5.6 kB
2 - Matrix and Vector Derivatives/4 -Quadratic Form (pt 2).en_US.vtt
4.7 kB
2 - Matrix and Vector Derivatives/1 -Derivatives - Section Introduction.en_US.vtt
4.5 kB
2 - Matrix and Vector Derivatives/15 -Suggestion Box.en_US.vtt
4.2 kB
2 - Matrix and Vector Derivatives/5 -Exercise Quadratic.en_US.vtt
3.6 kB
2 - Matrix and Vector Derivatives/14 -Derivatives - Section Summary.en_US.vtt
1.5 kB
3 - Optimization Techniques/3 -Gradient Descent (One Dimension).mp4
174 MB
3 - Optimization Techniques/8 -Exercise Code Preparation.mp4
121 MB
3 - Optimization Techniques/6 -Newton's Method (Multiple Dimensions).mp4
117 MB
3 - Optimization Techniques/9 -Gradient Descent and Newton's Method in Python.mp4
80 MB
3 - Optimization Techniques/5 -Newton's Method (One Dimension).mp4
73 MB
3 - Optimization Techniques/2 -Second Derivative Test in Multiple Dimensions.mp4
70 MB
3 - Optimization Techniques/7 -Exercise Newton's Method for Least Squares.mp4
70 MB
3 - Optimization Techniques/4 -Gradient Descent (Multiple Dimensions).mp4
49 MB
3 - Optimization Techniques/1 -Optimization - Section Introduction.mp4
8.6 MB
3 - Optimization Techniques/10 -Optimization - Section Summary.mp4
8.2 MB
3 - Optimization Techniques/3 -Gradient Descent (One Dimension).en_US.vtt
21 kB
3 - Optimization Techniques/9 -Gradient Descent and Newton's Method in Python.en_US.vtt
14 kB
3 - Optimization Techniques/6 -Newton's Method (Multiple Dimensions).en_US.vtt
14 kB
3 - Optimization Techniques/8 -Exercise Code Preparation.en_US.vtt
13 kB
3 - Optimization Techniques/5 -Newton's Method (One Dimension).en_US.vtt
8.7 kB
3 - Optimization Techniques/2 -Second Derivative Test in Multiple Dimensions.en_US.vtt
8.2 kB
3 - Optimization Techniques/7 -Exercise Newton's Method for Least Squares.en_US.vtt
7.6 kB
3 - Optimization Techniques/4 -Gradient Descent (Multiple Dimensions).en_US.vtt
5.5 kB
3 - Optimization Techniques/1 -Optimization - Section Introduction.en_US.vtt
2.9 kB
3 - Optimization Techniques/10 -Optimization - Section Summary.en_US.vtt
2.3 kB
4 - Setting Up Your Environment (AppendixFAQ by Student Request)/3 -How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4
147 MB
4 - Setting Up Your Environment (AppendixFAQ by Student Request)/5 -How to use Github & Extra Coding Tips (Optional).mp4
68 MB
4 - Setting Up Your Environment (AppendixFAQ by Student Request)/2 -Anaconda Environment Setup.mp4
28 MB
4 - Setting Up Your Environment (AppendixFAQ by Student Request)/4 -Where To Get the Code Troubleshooting.mp4
24 MB
4 - Setting Up Your Environment (AppendixFAQ by Student Request)/1 -Pre-Installation Check.mp4
23 MB
4 - Setting Up Your Environment (AppendixFAQ by Student Request)/2 -Anaconda Environment Setup.en_US.vtt
18 kB
4 - Setting Up Your Environment (AppendixFAQ by Student Request)/5 -How to use Github & Extra Coding Tips (Optional).en_US.vtt
14 kB
4 - Setting Up Your Environment (AppendixFAQ by Student Request)/3 -How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.en_US.vtt
14 kB
4 - Setting Up Your Environment (AppendixFAQ by Student Request)/1 -Pre-Installation Check.en_US.vtt
5.7 kB
4 - Setting Up Your Environment (AppendixFAQ by Student Request)/4 -Where To Get the Code Troubleshooting.en_US.vtt
5.1 kB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/5 -What order should I take your courses in (part 2).mp4
106 MB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/3 -Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4
104 MB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/2 -Can YouTube Teach Me Calculus (Optional).mp4
87 MB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/4 -What order should I take your courses in (part 1).mp4
78 MB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/1 -Math Order for Machine Learning & Data Science.mp4
76 MB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/3 -Is this for Beginners or Experts Academic or Practical Fast or slow-paced.en_US.vtt
28 kB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/2 -Can YouTube Teach Me Calculus (Optional).en_US.vtt
21 kB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/5 -What order should I take your courses in (part 2).en_US.vtt
21 kB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/1 -Math Order for Machine Learning & Data Science.en_US.vtt
20 kB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/4 -What order should I take your courses in (part 1).en_US.vtt
15 kB
6 - Appendix FAQ Finale/2 -BONUS.mp4
40 MB
6 - Appendix FAQ Finale/1 -What is the Appendix.mp4
16 MB
6 - Appendix FAQ Finale/2 -BONUS.en_US.vtt
7.1 kB
6 - Appendix FAQ Finale/1 -What is the Appendix.en_US.vtt
3.3 kB