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Foundations of Data Science
Foundations of Data Science
Foundations of Data Science
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11.7 Drift analysis
11:23
11.7 Drift analysis
2 года назад
11.4-6 Stationarity and limiting behaviour
12:38
11.4-6 Stationarity and limiting behaviour
2 года назад
11.1, 11.2 Calculations with Markov chains
11:37
11.1, 11.2 Calculations with Markov chains
2 года назад
11 The behaviour of Markov chains
3:22
11 The behaviour of Markov chains
2 года назад
10.3, 10.4 Sequence models with history
9:57
10.3, 10.4 Sequence models with history
2 года назад
10.2 Likelihood and memorylessness
4:56
10.2 Likelihood and memorylessness
2 года назад
10.1 Markov chains
12:09
10.1 Markov chains
2 года назад
8.3 Non-parametric sampling
7:00
8.3 Non-parametric sampling
2 года назад
8.2 Hypothesis testing and p-values
23:37
8.2 Hypothesis testing and p-values
2 года назад
8.1 Resampling for confidence intervals
13:03
8.1 Resampling for confidence intervals
2 года назад
8. Frequentism
3:58
8. Frequentism
2 года назад
6.3 The empirical distribution
6:06
6.3 The empirical distribution
2 года назад
6.1, 6.2. Empirical cumulative distribution
15:10
6.1, 6.2. Empirical cumulative distribution
2 года назад
7.2-3 Bayesian model-crafting and posteriors
24:46
7.2-3 Bayesian model-crafting and posteriors
2 года назад
7.4 Bayesian readouts
6:29
7.4 Bayesian readouts
2 года назад
7. Bayesianism
16:54
7. Bayesianism
2 года назад
5.2 Computational Bayes
19:25
5.2 Computational Bayes
2 года назад
5.1 Monte Carlo integration
13:21
5.1 Monte Carlo integration
2 года назад
4.3 Deriving the likelihood
9:18
4.3 Deriving the likelihood
2 года назад
4.2 Calculations with Bayes's rule
15:38
4.2 Calculations with Bayes's rule
2 года назад
4.1 Bayes's rule for random variables
17:27
4.1 Bayes's rule for random variables
2 года назад
Exam walkthrough 1: fitting probability models
23:36
Exam walkthrough 1: fitting probability models
2 года назад
1.7 Supervised learning
14:18
1.7 Supervised learning
2 года назад
1.6 Generative modelling
8:14
1.6 Generative modelling
2 года назад
1.5 Likelihood notation
10:00
1.5 Likelihood notation
2 года назад
1.4 Numerical optimization
8:01
1.4 Numerical optimization
2 года назад
1.3 Maximum likelihood estimation
17:35
1.3 Maximum likelihood estimation
2 года назад
1.2 Standard random variables
3:21
1.2 Standard random variables
2 года назад
1.1 Specifying probability models
15:20
1.1 Specifying probability models
2 года назад
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