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)

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种子哈希：81eaf200d3ad3230928e36a14d8880a00cd4d201
文件大小： 2.76G
已经下载：857次
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收录时间：2025-06-24
最近下载：2025-09-02

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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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