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Data Analysis for Life Scientists

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Data Analysis for Life Scientists

Curriculum

  • 7 Sections
  • 24 Lessons
  • Lifetime
Expand all sectionsCollapse all sections
  • Getting ready
    2
    • 1.1
      This course in a nutshell
      5 Minutes
    • 1.2
      Course Organization & Prerequisites
      5 Minutes
  • Excel — the Swiss Army Knive for Data Analysis
    5
    • 2.2
      The very Basics for Working with Excel
      15 Minutes
    • 2.3
      Installing the Solver and Data Analysis Addin in Excel
    • 2.4
      The Lambda Function in Excel (optional lesson)
      10 Minutes
    • 2.5
      Linear Algebra with Excel in a nutshell
      25 Minutes
    • 2.7
      Test yourself — Excel the Swiss Army Knive for Data Analysis
      2 Questions
  • Data Exploration
    4
    • 3.2
      Data Representations — From Tables to Graphs
      15 Minutes
    • 3.3
      Summary Statistics
      15 Minutes
    • 3.4
      Identifying outliers
      25 Minutes
    • 3.6
      Test yourself — Data Exploration
      3 Questions
  • Signal Preprocessing
    4
    • 4.1
      Data Smoothing
      20 Minutes
    • 4.2
      Signal Integration and Differentiation
      15 Minutes
    • 4.3
      Signal Scaling
      10 Minutes
    • 4.4
      Test yourself — Signal Porcessing
      3 Questions
  • Probability Distributions and Hypothesis Testing
    6
    • 5.2
      Randomness and Probabilities
      10 Minutes
    • 5.3
      Common Probability Distributions
      15 Minutes
    • 5.4
      ANOVA and Co. for Comparing Data Groups
      25 Minutes
    • 5.5
      The Problem of Multiple Comparisons
      5 Minutes
    • 5.6
      Error Bars — Descriptive or Inferential?
      10 Minutes
    • 5.7
      Test yourself Probability — Distributions and Hypothesis Testing
      5 Questions
  • Data Modelling with Regression & Co.
    7
    • 6.1
      Linear Regression
      15 Minutes
    • 6.2
      Multivariate Linear Regression
      15 Minutes
    • 6.3
      Nonlinear Regression
      15 Minutes
    • 6.4
      Weighted Regression (incl. Robust Regression)
      25 Minutes
    • 6.5
      Interpreting Results from Least-Square Regression
      15 Minutes
    • 6.6
      Logistic regression / Quantal response regression
      15 Minutes
    • 6.7
      Test yourself — Data Modelling with Regression & Co.
      5 Questions
  • Get Your Certificate
    1
    • 7.1
      Final Quiz — Get Your Certificate
      10 Minutes
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Multivariate Linear Regression
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Weighted Regression (incl. Robust Regression)
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Data analysis for scientists,
engineers and practitioners

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