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Udemy - Math 0-1 Matrix Calculus in Data Science & Machine Learning (12.2024)
磁力链接/BT种子名称
Udemy - Math 0-1 Matrix Calculus in Data Science & Machine Learning (12.2024)
磁力链接/BT种子简介
种子哈希:
81eaf200d3ad3230928e36a14d8880a00cd4d201
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2025-06-24
最近下载:
2025-10-18
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文件列表
2 - Matrix and Vector Derivatives/3 -Quadratic Form (pt 1).mp4
191.6 MB
3 - Optimization Techniques/3 -Gradient Descent (One Dimension).mp4
182.5 MB
2 - Matrix and Vector Derivatives/7 -Exercise Gaussian.mp4
178.6 MB
4 - Setting Up Your Environment (AppendixFAQ by Student Request)/3 -How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4
154.3 MB
2 - Matrix and Vector Derivatives/10 -Chain Rule Generalized.mp4
147.5 MB
2 - Matrix and Vector Derivatives/12 -Left and Right Inverse as Optimization Problems.mp4
143.9 MB
3 - Optimization Techniques/8 -Exercise Code Preparation.mp4
127.0 MB
3 - Optimization Techniques/6 -Newton's Method (Multiple Dimensions).mp4
122.9 MB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/5 -What order should I take your courses in (part 2).mp4
110.9 MB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/3 -Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4
108.5 MB
2 - Matrix and Vector Derivatives/9 -Chain Rule in Matrix Form.mp4
104.2 MB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/2 -Can YouTube Teach Me Calculus (Optional).mp4
91.0 MB
3 - Optimization Techniques/9 -Gradient Descent and Newton's Method in Python.mp4
83.7 MB
2 - Matrix and Vector Derivatives/8 -Chain Rule.mp4
83.6 MB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/4 -What order should I take your courses in (part 1).mp4
81.7 MB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/1 -Math Order for Machine Learning & Data Science.mp4
79.2 MB
3 - Optimization Techniques/5 -Newton's Method (One Dimension).mp4
76.6 MB
3 - Optimization Techniques/2 -Second Derivative Test in Multiple Dimensions.mp4
73.5 MB
3 - Optimization Techniques/7 -Exercise Newton's Method for Least Squares.mp4
73.0 MB
4 - Setting Up Your Environment (AppendixFAQ by Student Request)/5 -How to use Github & Extra Coding Tips (Optional).mp4
71.6 MB
2 - Matrix and Vector Derivatives/6 -Exercise Least Squares.mp4
71.1 MB
2 - Matrix and Vector Derivatives/11 -Exercise Quadratic with Constraints.mp4
64.3 MB
2 - Matrix and Vector Derivatives/13 -Derivative of Determinant.mp4
60.0 MB
2 - Matrix and Vector Derivatives/2 -Linear Form.mp4
53.5 MB
3 - Optimization Techniques/4 -Gradient Descent (Multiple Dimensions).mp4
50.9 MB
1 - Introduction/2 -How to succeed in this course.mp4
43.5 MB
6 - Appendix FAQ Finale/2 -BONUS.mp4
42.4 MB
2 - Matrix and Vector Derivatives/4 -Quadratic Form (pt 2).mp4
39.4 MB
2 - Matrix and Vector Derivatives/15 -Suggestion Box.mp4
29.9 MB
1 - Introduction/1 -Introduction and Outline.mp4
29.8 MB
4 - Setting Up Your Environment (AppendixFAQ by Student Request)/2 -Anaconda Environment Setup.mp4
29.2 MB
1 - Introduction/3 -Where to get the code.mp4
28.2 MB
2 - Matrix and Vector Derivatives/5 -Exercise Quadratic.mp4
28.1 MB
4 - Setting Up Your Environment (AppendixFAQ by Student Request)/4 -Where To Get the Code Troubleshooting.mp4
25.5 MB
4 - Setting Up Your Environment (AppendixFAQ by Student Request)/1 -Pre-Installation Check.mp4
23.8 MB
6 - Appendix FAQ Finale/1 -What is the Appendix.mp4
17.0 MB
2 - Matrix and Vector Derivatives/1 -Derivatives - Section Introduction.mp4
13.1 MB
3 - Optimization Techniques/1 -Optimization - Section Introduction.mp4
9.0 MB
3 - Optimization Techniques/10 -Optimization - Section Summary.mp4
8.6 MB
2 - Matrix and Vector Derivatives/14 -Derivatives - Section Summary.mp4
5.5 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
28.9 kB
3 - Optimization Techniques/3 -Gradient Descent (One Dimension).en_US.vtt
21.9 kB
2 - Matrix and Vector Derivatives/7 -Exercise Gaussian.en_US.vtt
21.7 kB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/2 -Can YouTube Teach Me Calculus (Optional).en_US.vtt
21.6 kB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/5 -What order should I take your courses in (part 2).en_US.vtt
21.2 kB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/1 -Math Order for Machine Learning & Data Science.en_US.vtt
20.7 kB
2 - Matrix and Vector Derivatives/3 -Quadratic Form (pt 1).en_US.vtt
19.8 kB
4 - Setting Up Your Environment (AppendixFAQ by Student Request)/2 -Anaconda Environment Setup.en_US.vtt
17.9 kB
2 - Matrix and Vector Derivatives/12 -Left and Right Inverse as Optimization Problems.en_US.vtt
15.8 kB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/4 -What order should I take your courses in (part 1).en_US.vtt
15.1 kB
3 - Optimization Techniques/9 -Gradient Descent and Newton's Method in Python.en_US.vtt
14.9 kB
3 - Optimization Techniques/6 -Newton's Method (Multiple Dimensions).en_US.vtt
14.4 kB
4 - Setting Up Your Environment (AppendixFAQ by Student Request)/5 -How to use Github & Extra Coding Tips (Optional).en_US.vtt
14.2 kB
2 - Matrix and Vector Derivatives/10 -Chain Rule Generalized.en_US.vtt
14.0 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
13.8 kB
3 - Optimization Techniques/8 -Exercise Code Preparation.en_US.vtt
13.7 kB
1 - Introduction/2 -How to succeed in this course.en_US.vtt
11.8 kB
2 - Matrix and Vector Derivatives/9 -Chain Rule in Matrix Form.en_US.vtt
10.8 kB
2 - Matrix and Vector Derivatives/11 -Exercise Quadratic with Constraints.en_US.vtt
9.3 kB
3 - Optimization Techniques/5 -Newton's Method (One Dimension).en_US.vtt
9.0 kB
2 - Matrix and Vector Derivatives/8 -Chain Rule.en_US.vtt
8.5 kB
3 - Optimization Techniques/2 -Second Derivative Test in Multiple Dimensions.en_US.vtt
8.4 kB
2 - Matrix and Vector Derivatives/6 -Exercise Least Squares.en_US.vtt
8.2 kB
3 - Optimization Techniques/7 -Exercise Newton's Method for Least Squares.en_US.vtt
7.8 kB
2 - Matrix and Vector Derivatives/13 -Derivative of Determinant.en_US.vtt
7.7 kB
6 - Appendix FAQ Finale/2 -BONUS.en_US.vtt
7.2 kB
1 - Introduction/1 -Introduction and Outline.en_US.vtt
6.2 kB
4 - Setting Up Your Environment (AppendixFAQ by Student Request)/1 -Pre-Installation Check.en_US.vtt
5.8 kB
2 - Matrix and Vector Derivatives/2 -Linear Form.en_US.vtt
5.8 kB
3 - Optimization Techniques/4 -Gradient Descent (Multiple Dimensions).en_US.vtt
5.7 kB
1 - Introduction/3 -Where to get the code.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
5.2 kB
2 - Matrix and Vector Derivatives/4 -Quadratic Form (pt 2).en_US.vtt
4.8 kB
2 - Matrix and Vector Derivatives/1 -Derivatives - Section Introduction.en_US.vtt
4.6 kB
2 - Matrix and Vector Derivatives/15 -Suggestion Box.en_US.vtt
4.3 kB
2 - Matrix and Vector Derivatives/5 -Exercise Quadratic.en_US.vtt
3.7 kB
6 - Appendix FAQ Finale/1 -What is the Appendix.en_US.vtt
3.4 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
2 - Matrix and Vector Derivatives/14 -Derivatives - Section Summary.en_US.vtt
1.5 kB
1 - Introduction/3 -Github Link.url
110 Bytes
1 - Introduction/3 -Code Link.url
90 Bytes
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