Udemy - Math 0-1 Matrix Calculus in Data Science & Machine Learning (12.2024)
File List
- 2 - Matrix and Vector Derivatives/3 -Quadratic Form (pt 1).mp4 182.7 MB
- 3 - Optimization Techniques/3 -Gradient Descent (One Dimension).mp4 174.0 MB
- 2 - Matrix and Vector Derivatives/7 -Exercise Gaussian.mp4 170.3 MB
- 4 - Setting Up Your Environment (AppendixFAQ by Student Request)/3 -How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4 147.2 MB
- 2 - Matrix and Vector Derivatives/10 -Chain Rule Generalized.mp4 140.7 MB
- 2 - Matrix and Vector Derivatives/12 -Left and Right Inverse as Optimization Problems.mp4 137.2 MB
- 3 - Optimization Techniques/8 -Exercise Code Preparation.mp4 121.1 MB
- 3 - Optimization Techniques/6 -Newton's Method (Multiple Dimensions).mp4 117.2 MB
- 5 - Effective Learning Strategies (AppendixFAQ by Student Request)/5 -What order should I take your courses in (part 2).mp4 105.8 MB
- 5 - Effective Learning Strategies (AppendixFAQ by Student Request)/3 -Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4 103.5 MB
- 2 - Matrix and Vector Derivatives/9 -Chain Rule in Matrix Form.mp4 99.4 MB
- 5 - Effective Learning Strategies (AppendixFAQ by Student Request)/2 -Can YouTube Teach Me Calculus (Optional).mp4 86.8 MB
- 3 - Optimization Techniques/9 -Gradient Descent and Newton's Method in Python.mp4 79.8 MB
- 2 - Matrix and Vector Derivatives/8 -Chain Rule.mp4 79.7 MB
- 5 - Effective Learning Strategies (AppendixFAQ by Student Request)/4 -What order should I take your courses in (part 1).mp4 77.9 MB
- 5 - Effective Learning Strategies (AppendixFAQ by Student Request)/1 -Math Order for Machine Learning & Data Science.mp4 75.5 MB
- 3 - Optimization Techniques/5 -Newton's Method (One Dimension).mp4 73.1 MB
- 3 - Optimization Techniques/2 -Second Derivative Test in Multiple Dimensions.mp4 70.1 MB
- 3 - Optimization Techniques/7 -Exercise Newton's Method for Least Squares.mp4 69.6 MB
- 4 - Setting Up Your Environment (AppendixFAQ by Student Request)/5 -How to use Github & Extra Coding Tips (Optional).mp4 68.3 MB
- 2 - Matrix and Vector Derivatives/6 -Exercise Least Squares.mp4 67.8 MB
- 2 - Matrix and Vector Derivatives/11 -Exercise Quadratic with Constraints.mp4 61.3 MB
- 2 - Matrix and Vector Derivatives/13 -Derivative of Determinant.mp4 57.2 MB
- 2 - Matrix and Vector Derivatives/2 -Linear Form.mp4 51.0 MB
- 3 - Optimization Techniques/4 -Gradient Descent (Multiple Dimensions).mp4 48.6 MB
- 1 - Introduction/2 -How to succeed in this course.mp4 41.5 MB
- 6 - Appendix FAQ Finale/2 -BONUS.mp4 40.4 MB
- 2 - Matrix and Vector Derivatives/4 -Quadratic Form (pt 2).mp4 37.6 MB
- 2 - Matrix and Vector Derivatives/15 -Suggestion Box.mp4 28.5 MB
- 1 - Introduction/1 -Introduction and Outline.mp4 28.4 MB
- 4 - Setting Up Your Environment (AppendixFAQ by Student Request)/2 -Anaconda Environment Setup.mp4 27.9 MB
- 1 - Introduction/3 -Where to get the code.mp4 26.9 MB
- 2 - Matrix and Vector Derivatives/5 -Exercise Quadratic.mp4 26.8 MB
- 4 - Setting Up Your Environment (AppendixFAQ by Student Request)/4 -Where To Get the Code Troubleshooting.mp4 24.3 MB
- 4 - Setting Up Your Environment (AppendixFAQ by Student Request)/1 -Pre-Installation Check.mp4 22.7 MB
- 6 - Appendix FAQ Finale/1 -What is the Appendix.mp4 16.2 MB
- 2 - Matrix and Vector Derivatives/1 -Derivatives - Section Introduction.mp4 12.5 MB
- 3 - Optimization Techniques/1 -Optimization - Section Introduction.mp4 8.6 MB
- 3 - Optimization Techniques/10 -Optimization - Section Summary.mp4 8.2 MB
- 2 - Matrix and Vector Derivatives/14 -Derivatives - Section Summary.mp4 5.2 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 28.2 KB
- 3 - Optimization Techniques/3 -Gradient Descent (One Dimension).en_US.vtt 21.4 KB
- 2 - Matrix and Vector Derivatives/7 -Exercise Gaussian.en_US.vtt 21.2 KB
- 5 - Effective Learning Strategies (AppendixFAQ by Student Request)/2 -Can YouTube Teach Me Calculus (Optional).en_US.vtt 21.1 KB
- 5 - Effective Learning Strategies (AppendixFAQ by Student Request)/5 -What order should I take your courses in (part 2).en_US.vtt 20.7 KB
- 5 - Effective Learning Strategies (AppendixFAQ by Student Request)/1 -Math Order for Machine Learning & Data Science.en_US.vtt 20.2 KB
- 2 - Matrix and Vector Derivatives/3 -Quadratic Form (pt 1).en_US.vtt 19.3 KB
- 4 - Setting Up Your Environment (AppendixFAQ by Student Request)/2 -Anaconda Environment Setup.en_US.vtt 17.5 KB
- 2 - Matrix and Vector Derivatives/12 -Left and Right Inverse as Optimization Problems.en_US.vtt 15.4 KB
- 5 - Effective Learning Strategies (AppendixFAQ by Student Request)/4 -What order should I take your courses in (part 1).en_US.vtt 14.7 KB
- 3 - Optimization Techniques/9 -Gradient Descent and Newton's Method in Python.en_US.vtt 14.5 KB
- 3 - Optimization Techniques/6 -Newton's Method (Multiple Dimensions).en_US.vtt 14.1 KB
- 4 - Setting Up Your Environment (AppendixFAQ by Student Request)/5 -How to use Github & Extra Coding Tips (Optional).en_US.vtt 13.8 KB
- 2 - Matrix and Vector Derivatives/10 -Chain Rule Generalized.en_US.vtt 13.6 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 13.5 KB
- 3 - Optimization Techniques/8 -Exercise Code Preparation.en_US.vtt 13.4 KB
- 1 - Introduction/2 -How to succeed in this course.en_US.vtt 11.5 KB
- 2 - Matrix and Vector Derivatives/9 -Chain Rule in Matrix Form.en_US.vtt 10.6 KB
- 2 - Matrix and Vector Derivatives/11 -Exercise Quadratic with Constraints.en_US.vtt 9.1 KB
- 3 - Optimization Techniques/5 -Newton's Method (One Dimension).en_US.vtt 8.7 KB
- 2 - Matrix and Vector Derivatives/8 -Chain Rule.en_US.vtt 8.3 KB
- 3 - Optimization Techniques/2 -Second Derivative Test in Multiple Dimensions.en_US.vtt 8.2 KB
- 2 - Matrix and Vector Derivatives/6 -Exercise Least Squares.en_US.vtt 8.1 KB
- 3 - Optimization Techniques/7 -Exercise Newton's Method for Least Squares.en_US.vtt 7.6 KB
- 2 - Matrix and Vector Derivatives/13 -Derivative of Determinant.en_US.vtt 7.5 KB
- 6 - Appendix FAQ Finale/2 -BONUS.en_US.vtt 7.1 KB
- 1 - Introduction/1 -Introduction and Outline.en_US.vtt 6.0 KB
- 4 - Setting Up Your Environment (AppendixFAQ by Student Request)/1 -Pre-Installation Check.en_US.vtt 5.7 KB
- 2 - Matrix and Vector Derivatives/2 -Linear Form.en_US.vtt 5.6 KB
- 3 - Optimization Techniques/4 -Gradient Descent (Multiple Dimensions).en_US.vtt 5.5 KB
- 1 - Introduction/3 -Where to get the code.en_US.vtt 5.5 KB
- 4 - Setting Up Your Environment (AppendixFAQ by Student Request)/4 -Where To Get the Code Troubleshooting.en_US.vtt 5.1 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
- 6 - Appendix FAQ Finale/1 -What is the Appendix.en_US.vtt 3.3 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
Download Torrent
Related Resources
Copyright Infringement
If the content above is not authorized, please contact us via activebusinesscommunication[AT]gmail.com. Remember to include the full url in your complaint.