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YT 30 minutes 9 seconds
Chieh Wu
Mathematics of Data Models: Lecture 1 ( Vector Notations and operations)
YT 34 minutes 31 seconds
Chieh Wu
Mathematics of Data Models: Lecture 2 (Matrix Notations and Operations)
YT 31 minutes 27 seconds
Chieh Wu
Mathematics of Data Models: Lecture 3 (Gaussian Elimination)
YT 29 minutes 51 seconds
Chieh Wu
Mathematics of data models: Lecture 4 (RREF continuation)
YT 29 minutes 4 seconds
Chieh Wu
Mathematics of Data Models: Lecture 5 (basic norms)
YT 28 minutes 43 seconds
Chieh Wu
Mathematics of data models: Lecture 6 Part 1 (Matrix is a function for vectors)
YT 35 minutes 31 seconds
Chieh Wu
Mathematics of data models: Lecture 6 Part 2 (Treating matrix like numbers, finding the inverse)
YT 40 minutes 30 seconds
Chieh Wu
Mathematics of Data Models: Lecture 7 (Row, Column, Null Spaces)
YT 41 minutes 5 seconds
Chieh Wu
Mathematics of Data Models: Lecture 8 (linear dependence)
YT 54 minutes 56 seconds
Chieh Wu
Mathematics of Data Models: Lecture 9 (Projection)
YT 34 minutes 14 seconds
Chieh Wu
Mathematics of data models: Lecture 10 (Determinants, Frobenius Norm, Eigenvalues, Vectors)
YT 19 minutes 17 seconds
Chieh Wu
18 Part 4 Example of finding eigenvalue and vectors
YT 37 minutes 40 seconds
Chieh Wu
Mathematics of data models: Lecture 11 (SVD)
YT 33 minutes 12 seconds
Chieh Wu
Mathematics of data models: Lecture 12 (PD, PSD, Pseudo Inverse, Linear Polynomial Regression)
YT 33 minutes 12 seconds
Chieh Wu
Mathematics of data models: Lecture 13 (Linear algebra operations normally not taught)
YT 30 minutes 43 seconds
Chieh Wu
Mathematics of data models: Lecture 14 (Gradient Descent)
YT 45 minutes 24 seconds
Chieh Wu
Mathematics of data models: Lecture 15 (pdf/pmf, joint-distribution,conditional,marginal,Bayes rule)
YT 31 minutes 50 seconds
Chieh Wu
Mathematics of data models: Lecture 16 (expectation, variance, histograms)
YT 43 minutes 44 seconds
Chieh Wu
Mathematics of data models: Lecture 17 (Recognizing the simplest and most common distributions)
YT 36 minutes 28 seconds
Chieh Wu
Mathematics of data models: Lecture 18 (Covariance and Correlation)
YT 4 minutes 13 seconds
Chieh Wu
Exam Practice Question with Vector Matrix Operations
YT 3 minutes 47 seconds
Chieh Wu
Practice exam question on minimization
YT 11 minutes 17 seconds
Chieh Wu
exam practice regression problem
YT 28 minutes 23 seconds
Chieh Wu
Mathematics of data models: Lecture 19 Part 1 (Gaussian, Central Limit Theorem, Hypothesis Testing)
YT 29 minutes 50 seconds
Chieh Wu
Mathematics of data models: Lecture 19 Part 2 (Central Limit Theorem, Intro Hypothesis Testing)