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Synchronous lecture on PCA (this topic will not be included in the final exam)
Lecture25-April28-PCA
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Synchronous lecture with linear least squares examples
Lecture24-April23-LeastSquares
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Linear Least Squares - solution using SVD
LinearLeastSquares-Part2
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Linear Least Squares - solution using Normal Equations
LinearLeastSquares-Part1
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Synchronous lecture about SVD (this was recorded after the class, since I forgot to start the recording during the actual class)
Lecture22-April16-SVD
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Conversation about pass/fail grades and quiz 4
Announcements
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Synchronous lecture about optimization
Lecture20-April9-Optimization
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Optimization methods for ND unconstrained problems
Optimization-Part3
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Optimization methods for 1D unconstrained problems
Optimization-Part2
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Introduction to Optimization
Optimization-Part1
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Synchronous lecture - nonlinear equations - Part 2
Lecture18-April2-NonlinearEquations-Part2.mp4
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Synchronous lecture - nonlinear equations - Part 1
Lecture18-April2-NonlinearEquations-Part1
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Introduction to finding root methods for nonlinear functions A couple of typos were found in the video: 1) The midpoint should be defined as m = (b+a)/2 - 6min 2) The…
Nonlinear-Solve-1D
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Introduction to Newton Method to solve nonlinear system of equations
Nonlinear-Solve-ND
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Synchronous lecture (3:30pm): Welcome back, new policies, and eigenvalue examples
Lecture15-March24-Eigenvalues-L2
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Synchronous lecture (2pm): Welcome back, new policies, and eigenvalue examples
Lecture15-March24-Eigenvalues-L1
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Asynchronous lecture: eigenvalue part 4
Eigenvalue-part2-B
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Asynchronous lecture: eigenvalue part 3
Eigenvalue-part2-A
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Asynchronous lecture: eigenvalue part 2
Eigenvalue-part1-B
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Asynchronous lecture: eigenvalue part 1
Eigenvalue-part1-A
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Synchronous lecture on March 26 about Markov chains
Lecture16-March26-Markov
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