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Data Science and Statistics Fundamentals

(SR-DS-STAT.AA1)
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Skills You’ll Get

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1

Week 1: Foundations of AI and Data Science in Business

  • Performing Basic Descriptive Statistics
2

Week 2: Data Exploration and Visualization Techniques

  • Sorting and Filtering Data
  • Assessing Data Quality by Identifying Potential Biases
  • Visualizing Data Using a Line Chart
  • Visualizing Data Using a Radar Chart
  • Creating the Base Static Plot for Interactive Data Visualization
3

Week 3: Statistical Foundations for Data Science

  • Calculating Probabilities and Interpreting Distribution
  • Making Decisions Based on Probability Analysis
  • Performing the Chi-Square Test
  • Performing Simple Linear Regression
  • Performing Multiple Regression
4

Week 4: Ethics and Best Practices in Data Science and AI

  • Applying Version Control with Git
  • Performing Data Cleaning

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