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0:04:45
Log-Cosh Regression: Intuition and Solution
0:06:39
Least Absolute Deviations: Intuition and Solution
0:03:28
Weighted Least Squares: Solution Derivation
0:03:27
Weighted Least Squares (WLS) Regression
0:06:02
Proof of Convexity of Linear Least Squares
0:06:02
Linear Regression: Deriving the Normal Equation
0:04:33
Ordinary Least Squares - Deriving a Cost Function
0:06:04
The Chain Rule for Probability
0:07:39
Matrix Calculus Identities - Scalar by Vector Derivatives [Part II]
0:04:46
Matrix Calculus Identities - Scalar by Vector Derivatives [Part I]
0:05:16
Obtaining an LDLT Decomposition
0:05:58
The Cholesky Decomposition
0:04:49
LU Decomposition Example
0:06:07
The LU Decomposition of a Matrix - Intro
0:04:06
LDU Decomposition
0:05:32
PLU Decomposition Example
0:04:53
Matrix Differentiation - Derivatives With Respect to Matrices
0:02:23
Matrix Differentiation - Derivatives With Respect to Scalars
0:08:55
Matrix Differentiation - Derivatives With Respect to Vectors
0:02:54
The Kronocker Product
0:04:41
Curve of Intersection of Two Surfaces in 3D: Plane and a Cylinder