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Unit 3 of 3

Data Exploration, Probability, and Statistics

8 lessons in Data Science. Start free in Stellar for the full interactive lessons, practice, and progress tracking.

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UnitsLessons
  1. 01Intro to Programming with Java4
  2. 02Data Storage and Methods of Cleaning and Conversion8
  3. 03Data Exploration, Probability, and Statistics8
Units of Data ScienceFull outline

Lessons

8 lessons in this unit

  1. 3.1Descriptive StatisticsPreview lesson
  2. 3.2Pandas operations for Data SummarizationPreview lesson
  3. 3.3Data visualization with Matplotlib & SeabornPreview lesson
  4. 3.4Identifying patterns and trends in dataPreview lesson
  5. 3.5Basic probability concepts (mean, variance, distributions)Preview lesson
  6. 3.6Hypothesis testing (p-values, confidence intervals)Preview lesson
  7. 3.7Correlation and regression analysisPreview lesson
  8. 3.8Outlier detectionPreview lesson

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