Math 0-1 - Matrix Calculus in Data Science and Machine Learning

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936.28 MB | 20min 20s | mp4 | 1280X720 | 16:9
Genre:eLearning |Language:English

Files Included :
FileName :001 Introduction and Outline.mp4 | Size: (13.01 MB)
FileName :002 How to succeed in this course.mp4 | Size: (17.48 MB)
FileName :003 Where to get the code.mp4 | Size: (3.16 MB)
FileName :001 Derivatives - Section Introduction.mp4 | Size: (6.22 MB)
FileName :002 Linear Form.mp4 | Size: (14.07 MB)
FileName :003 Quadratic Form (pt 1).mp4 | Size: (53.56 MB)
FileName :004 Quadratic Form (pt 2).mp4 | Size: (11.02 MB)
FileName :005 Exercise Quadratic.mp4 | Size: (8.03 MB)
FileName :006 Exercise Least Squares.mp4 | Size: (21.63 MB)
FileName :007 Exercise Gaussian.mp4 | Size: (64.71 MB)
FileName :008 Chain Rule.mp4 | Size: (23.94 MB)
FileName :009 Chain Rule in Matrix Form.mp4 | Size: (29.39 MB)
FileName :010 Chain Rule Generalized.mp4 | Size: (45.29 MB)
FileName :011 Exercise Quadratic with Constraints.mp4 | Size: (20.24 MB)
FileName :012 Left and Right Inverse as Optimization Problems.mp4 | Size: (38.87 MB)
FileName :013 Derivative of Determinant.mp4 | Size: (23.65 MB)
FileName :014 Derivatives - Section Summary.mp4 | Size: (2.41 MB)
FileName :015 Suggestion Box.mp4 | Size: (11.16 MB)
FileName :001 Optimization - Section Introduction.mp4 | Size: (4.14 MB)
FileName :002 Second Derivative Test in Multiple Dimensions.mp4 | Size: (20.97 MB)
FileName :003 Gradient Descent (One Dimension).mp4 | Size: (53.59 MB)
FileName :004 Gradient Descent (Multiple Dimensions).mp4 | Size: (14.7 MB)
FileName :005 Newton's Method (One Dimension).mp4 | Size: (21.5 MB)
FileName :006 Newton's Method (Multiple Dimensions).mp4 | Size: (37.29 MB)
FileName :007 Exercise Newton's Method for Least Squares.mp4 | Size: (21.23 MB)
FileName :008 Exercise Code Preparation.mp4 | Size: (40.46 MB)
FileName :009 Gradient Descent and Newton's Method in Python.mp4 | Size: (35.4 MB)
FileName :010 Optimization - Section Summary.mp4 | Size: (3.8 MB)
FileName :001 Anaconda Environment Setup.mp4 | Size: (47.19 MB)
FileName :002 How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4 | Size: (64.92 MB)
FileName :001 Can YouTube Teach Me Calculus (Optional).mp4 | Size: (38.83 MB)
FileName :002 Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4 | Size: (39.8 MB)
FileName :003 What order should I take your courses in (part 1).mp4 | Size: (26.63 MB)
FileName :004 What order should I take your courses in (part 2).mp4 | Size: (34.65 MB)
FileName :001 What is the Appendix.mp4 | Size: (5.77 MB)
FileName :002 BONUS.mp4 | Size: (17.07 MB)]
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