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Invidious > Channel > Chieh Wu

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YT 2 minutes 32 seconds Chieh Wu Theme Song (Lyrics by Phil and Voice by Emily) YT 10 minutes 28 seconds Chieh Wu 1. Review of Calculus YT 14 minutes 52 seconds Chieh Wu 2. Review of Vector Matrices operations

YT 9 minutes 42 seconds Chieh Wu 3. L1, L2, L-infinity norms YT 13 minutes 56 seconds Chieh Wu 4. Matrix and Vector calculus YT 10 minutes 24 seconds Chieh Wu 5. Gradient Descent Vs Closed form explained

YT 10 minutes 56 seconds Chieh Wu 6. Data Preprocessing and Intro to regression YT 11 minutes 50 seconds Chieh Wu 7. Review of Probability Concepts YT 11 minutes 31 seconds Chieh Wu 8. The lecture on Expectation Variance

YT 10 minutes 45 seconds Chieh Wu 9. LASSO, Ridge Regression, and Elastic Net Regularization YT 10 minutes 32 seconds Chieh Wu 10. Recognizing the most common Distributions YT 11 minutes 21 seconds Chieh Wu 11. Maximum Likelihood (MLE) and Kernel Density Estimation (KDE)

YT 9 minutes 54 seconds Chieh Wu 12. Inversion, Rejection, Importance, KDE Sampling YT 7 minutes 52 seconds Chieh Wu 13. Understanding Information theory YT 9 minutes 39 seconds Chieh Wu 14. Logistic Regression

YT 9 minutes 43 seconds Chieh Wu 15. Support Vector Machine ( SVM ) YT 10 minutes 52 seconds Chieh Wu 16. Decision Trees YT 8 minutes 45 seconds Chieh Wu 17. Covariance Corr NMI

YT 13 minutes 2 seconds Chieh Wu 18. Principal Component Analysis ( PCA ) YT 13 minutes 52 seconds Chieh Wu 19. Linear Discriminant Analysis (LDA) YT 10 minutes 38 seconds Chieh Wu 20. K-means, Agglomerative, Spectral Clustering

YT 11 minutes 59 seconds Chieh Wu 21. Intro to Neural Networks, MLP system