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

2.76 GB | 22min 36s | mp4 | 1280X720 | 16:9
Genre:eLearning |Language:English

Files Included :
FileName :1 -Introduction and Outline.mp4 | Size: (28.4 MB)
FileName :2 -How to succeed in this course.mp4 | Size: (41.48 MB)
FileName :3 -Where to get the code.mp4 | Size: (26.88 MB)
FileName :1 -Derivatives - Section Introduction.mp4 | Size: (12.49 MB)
FileName :2 -Linear Form.mp4 | Size: (51.04 MB)
FileName :3 -Quadratic Form (pt 1).mp4 | Size: (182.7 MB)
FileName :4 -Quadratic Form (pt 2).mp4 | Size: (37.57 MB)
FileName :5 -Exercise Quadratic.mp4 | Size: (26.83 MB)
FileName :6 -Exercise Least Squares.mp4 | Size: (67.84 MB)
FileName :7 -Exercise Gaussian.mp4 | Size: (170.33 MB)
FileName :8 -Chain Rule.mp4 | Size: (79.69 MB)
FileName :9 -Chain Rule in Matrix Form.mp4 | Size: (99.39 MB)
FileName :10 -Chain Rule Generalized.mp4 | Size: (140.66 MB)
FileName :11 -Exercise Quadratic with Constraints.mp4 | Size: (61.28 MB)
FileName :12 -Left and Right Inverse as Optimization Problems.mp4 | Size: (137.22 MB)
FileName :13 -Derivative of Determinant.mp4 | Size: (57.21 MB)
FileName :14 -Derivatives - Section Summary.mp4 | Size: (5.21 MB)
FileName :15 -Suggestion Box.mp4 | Size: (28.51 MB)
FileName :1 -Optimization - Section Introduction.mp4 | Size: (8.61 MB)
FileName :2 -Second Derivative Test in Multiple Dimensions.mp4 | Size: (70.14 MB)
FileName :3 -Gradient Descent (One Dimension).mp4 | Size: (174.03 MB)
FileName :4 -Gradient Descent (Multiple Dimensions).mp4 | Size: (48.58 MB)
FileName :5 -Newton's Method (One Dimension).mp4 | Size: (73.06 MB)
FileName :6 -Newton's Method (Multiple Dimensions).mp4 | Size: (117.19 MB)
FileName :7 -Exercise Newton's Method for Least Squares.mp4 | Size: (69.6 MB)
FileName :8 -Exercise Code Preparation.mp4 | Size: (121.14 MB)
FileName :9 -Gradient Descent and Newton's Method in Python.mp4 | Size: (79.8 MB)
FileName :10 -Optimization - Section Summary.mp4 | Size: (8.17 MB)
FileName :1 -Pre-Installation Check.mp4 | Size: (22.72 MB)
FileName :2 -Anaconda Environment Setup.mp4 | Size: (27.88 MB)
FileName :3 -How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4 | Size: (147.17 MB)
FileName :4 -Where To Get the Code Troubleshooting.mp4 | Size: (24.28 MB)
FileName :5 -How to use Github & Extra Coding Tips (Optional).mp4 | Size: (68.3 MB)
FileName :1 -Math Order for Machine Learning & Data Science.mp4 | Size: (75.53 MB)
FileName :2 -Can YouTube Teach Me Calculus (Optional).mp4 | Size: (86.82 MB)
FileName :3 -Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4 | Size: (103.47 MB)
FileName :4 -What order should I take your courses in (part 1).mp4 | Size: (77.94 MB)
FileName :5 -What order should I take your courses in (part 2).mp4 | Size: (105.8 MB)
FileName :1 -What is the Appendix.mp4 | Size: (16.21 MB)
FileName :2 -BONUS.mp4 | Size: (40.42 MB)]
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