1:20:202022-10-31 PRML - Transformation of variables
A 80-minute video from Stefan Harmeling: “2022-10-31 PRML - Transformation of variables”.
Stefan Harmeling
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1:35:042022-11-07 Causality - Cause Effect models
A 95-minute video from Stefan Harmeling: “2022-11-07 Causality - Cause Effect models”.
1:21:322022-11-07 PRML - Matrix Differential Calculus
A 82-minute video from Stefan Harmeling: “2022-11-07 PRML - Matrix Differential Calculus”.
1:19:202022-11-09 PRML - Model Selection
A 79-minute video from Stefan Harmeling: “2022-11-09 PRML - Model Selection”.
1:26:582022-11-14 Causality - Learning cause effect models
A 87-minute video from Stefan Harmeling: “2022-11-14 Causality - Learning cause effect models”.
1:29:252022-11-14 PRML - SVM linearly separable case
A 89-minute video from Stefan Harmeling: “2022-11-14 PRML - SVM linearly separable case”.
1:31:462022-11-16 PRML - SVM non separable case
A 92-minute video from Stefan Harmeling: “2022-11-16 PRML - SVM non separable case”.
59:312022-11-21 Causality - Connection to Machine Learning
A 60-minute video from Stefan Harmeling: “2022-11-21 Causality - Connection to Machine Learning”.
1:29:382022-11-21 PRML - SVM nonlinear case
A 90-minute video from Stefan Harmeling: “2022-11-21 PRML - SVM nonlinear case”.
1:24:012022-11-23 PRML - PCA
A 84-minute video from Stefan Harmeling: “2022-11-23 PRML - PCA”.
1:24:252022-11-28 Causality - Multivariate SCM
A 84-minute video from Stefan Harmeling: “2022-11-28 Causality - Multivariate SCM”.
1:28:352022-11-28 PRML - kPCA
A 89-minute video from Stefan Harmeling: “2022-11-28 PRML - kPCA”.
1:33:402022-11-30 PRML - ISOMAP and LLE
A 94-minute video from Stefan Harmeling: “2022-11-30 PRML - ISOMAP and LLE”.
1:29:272022-12-05 Causality - Bayesian networks
A 89-minute video from Stefan Harmeling: “2022-12-05 Causality - Bayesian networks”.
1:26:472022-12-05 PRML - Latent Variables, EM, kmeans
A 87-minute video from Stefan Harmeling: “2022-12-05 PRML - Latent Variables, EM, kmeans”.
1:21:062022-12-07 PRML - General View of EM
A 81-minute video from Stefan Harmeling: “2022-12-07 PRML - General View of EM”.
1:24:432022-12-12 Causality - Covariate Adjustment
A 85-minute video from Stefan Harmeling: “2022-12-12 Causality - Covariate Adjustment”.
1:26:392022-12-12 PRML - Intro to Neural Networks
A 87-minute video from Stefan Harmeling: “2022-12-12 PRML - Intro to Neural Networks”.
1:27:592022-12-14 PRML - Backpropagation
A 88-minute video from Stefan Harmeling: “2022-12-14 PRML - Backpropagation”.
1:16:112022-12-19 Causality - Do Calculus
A 76-minute video from Stefan Harmeling: “2022-12-19 Causality - Do Calculus”.
1:43:452022-12-19 PRML - Backpropagation cont.
A 104-minute video from Stefan Harmeling: “2022-12-19 PRML - Backpropagation cont.”.
1:23:552022-12-21 PRML - Causality
A 84-minute video from Stefan Harmeling: “2022-12-21 PRML - Causality”.
1:38:212023-01-09 Causality - IC and IC* algorithms
A 98-minute video from Stefan Harmeling: “2023-01-09 Causality - IC and IC* algorithms”.
1:26:272023-01-09 PRML - From Bayesian Linear Regression to Gaussian processes
A 86-minute video from Stefan Harmeling: “2023-01-09 PRML - From Bayesian Linear Regression to Gaussian processes”.
1:19:122023-01-11 PRML - Gaussian processes implementation
A 79-minute video from Stefan Harmeling: “2023-01-11 PRML - Gaussian processes implementation”.
41:482023-01-16 Causality - Direct and indirect effects
A 42-minute video from Stefan Harmeling: “2023-01-16 Causality - Direct and indirect effects”.
1:29:302023-01-16 PRML - Gaussian Process continued
A 90-minute video from Stefan Harmeling: “2023-01-16 PRML - Gaussian Process continued”.
1:32:052023-01-18 PRML - Sampling
A 92-minute video from Stefan Harmeling: “2023-01-18 PRML - Sampling”.
1:17:172023-01-23 Causality - Selection bias, Transportation and more
A 77-minute video from Stefan Harmeling: “2023-01-23 Causality - Selection bias, Transportation and more”.
1:43:592023-01-23 PRML - MCMC
A 104-minute video from Stefan Harmeling: “2023-01-23 PRML - MCMC”.
1:37:202023-01-25 PRML - Statistical Learning Theory
A 97-minute video from Stefan Harmeling: “2023-01-25 PRML - Statistical Learning Theory”.