Course modules

Practical information

Practical information
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Practical information 111205  
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    Welcome Welcome
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    Schedule 2022 Schedule 2022
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    Wrap-up Wrap-up
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Pre-course

Pre-course
Module completed Module in progress Module locked
Pre-course 111206  
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    Precourse Precourse
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    Mathematical foundations: notations Mathematical foundations: notations
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    Mathematical foundations: sets Mathematical foundations: sets
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    Mathematical foundations: functions Mathematical foundations: functions
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    Mathematical foundations: differentiation Mathematical foundations: differentiation
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    Mathematical foundations: integration Mathematical foundations: integration
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    Mathematical foundations: vectors Mathematical foundations: vectors
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    Mathematical foundations: matrices Mathematical foundations: matrices
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    Precourse: env R packages Precourse: env R packages
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  • Assignment
    Precourse homework Precourse homework
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Descriptive statistics

Descriptive statistics
Module completed Module in progress Module locked
Descriptive statistics 111207  
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    Descriptive: Data types Descriptive: Data types
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    Descriptive: Categorical data Descriptive: Categorical data
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    Descriptive: Numerical data Descriptive: Numerical data
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    Descriptive: Measures of location Descriptive: Measures of location
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    Descriptive: Measures of spread Descriptive: Measures of spread
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    Descriptive: Exercises Descriptive: Exercises
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Probability

Probability
Module completed Module in progress Module locked
Probability 111208  
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    Probability 1: Introduction to probability Probability 1: Introduction to probability
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    Probability 2: Discrete random variables Probability 2: Discrete random variables
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    Probability: Exercises: Discrete random variables Probability: Exercises: Discrete random variables
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    Probability 3: Continuous random variable Probability 3: Continuous random variable
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    Probability 4: Sampling and experimental design Probability 4: Sampling and experimental design
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    Probability: Exercises: Continuous random variables Probability: Exercises: Continuous random variables
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  • Attachment
    probabilityI.html probabilityI.html
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  • Attachment
    probabilityII.html probabilityII.html
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Statistical inference

Statistical inference
Module completed Module in progress Module locked
Statistical inference 111209  
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    Inference 1: Introduction to hypothesis tests Inference 1: Introduction to hypothesis tests
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    Inference: Exercises: Hypothesis tests, resampling Inference: Exercises: Hypothesis tests, resampling
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    Inference 2: Parametric tests Inference 2: Parametric tests
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    Inference: Exercises: Hypothesis tests, parametric Inference: Exercises: Hypothesis tests, parametric
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    Inference 3: Point and interval estimates Inference 3: Point and interval estimates
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    Inference: Exercises: Interval estimates Inference: Exercises: Interval estimates
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Linear Models

Linear Models
Module completed Module in progress Module locked
Linear Models 111210  
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    Linear models: introduction Linear models: introduction
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    Linear models: introduction (exercises) Linear models: introduction (exercises)
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    Linear models: coefficients Linear models: coefficients
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    Linear models: coefficients (exercises) Linear models: coefficients (exercises)
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    Linear models: model diagnostics Linear models: model diagnostics
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    Linear models: model diagnostics (exercises) Linear models: model diagnostics (exercises)
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    Linear models: GLM Linear models: GLM
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    Linear models: GLM (exercises) Linear models: GLM (exercises)
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Unsupervised learning

Unsupervised learning
Module completed Module in progress Module locked
Unsupervised learning 111211  
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    Principal Component Analysis Principal Component Analysis
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  • Page
    PCA: Exercises PCA: Exercises
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    PCA: Solutions PCA: Solutions
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    Clustering Clustering
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    Clustering: Exercises Clustering: Exercises
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    Clustering: Exercise solutions Clustering: Exercise solutions
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Supervised learning

Supervised learning
Module completed Module in progress Module locked
Supervised learning 111212  
  • Page
    Supervised learning: introduction Supervised learning: introduction
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  • Page
    Supervised learning: introduction (exercises) Supervised learning: introduction (exercises)
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    Supervised learning: regularization Supervised learning: regularization
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    Regularization: Likelihood Regularization: Likelihood
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    Regularization: Overfitting Regularization: Overfitting
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    Regularization: Regularization Regularization: Regularization
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  • Page
    Regularization: Exercises Regularization: Exercises
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  • Page
    Supervised learning: random forest Supervised learning: random forest
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  • Page
    Supervised learning: random forest (exercises) Supervised learning: random forest (exercises)
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    Supervised learning: random forest (exercise solutions) Supervised learning: random forest (exercise solutions)
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minimum score must view must submit must contribute