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Hearthwood Course 2026-05-06

Hearthwood Course 2026-05-06

python for data science

Target Audience: Home bakers with basic kitchen skills who want professional-quality sourdough

Difficulty: Intermediate

Structure: 5 modules, 20 lessons

Responsible Administrator
Last Update 2026/05/06
Members 1
  • Data Foundations for Bakers
    8Lessons ·
    • Exploring Data Types in Python
    • Exploring Data Types in Python
    • Loading and Exploring Datasets
    • Loading and Exploring Datasets
    • Data Cleaning Techniques
    • Data Cleaning Techniques
    • Data Structures for Baking Data
    • Data Structures for Baking Data
  • Visualizing Baking Data
    8Lessons ·
    • Creating Your First Plot with Matplotlib
    • Creating Your First Plot with Matplotlib
    • Customizing Your Visuals
    • Customizing Your Visuals
    • Advanced Visualizations with Seaborn
    • Advanced Visualizations with Seaborn
    • Interpreting Your Data Visuals
    • Interpreting Your Data Visuals
  • Statistical Analysis for Bakers
    8Lessons ·
    • Descriptive Statistics for Baking Metrics
    • Descriptive Statistics for Baking Metrics
    • Understanding Probability in Baking
    • Understanding Probability in Baking
    • Conducting Hypothesis Tests
    • Conducting Hypothesis Tests
    • Analyzing Correlations in Baking Data
    • Analyzing Correlations in Baking Data
  • Advanced Data Manipulation Techniques
    8Lessons ·
    • Merging and Joining Datasets
    • Merging and Joining Datasets
    • Grouping and Aggregating Data
    • Grouping and Aggregating Data
    • Handling Time Series Data
    • Handling Time Series Data
    • Optimizing Your Data Workflows
    • Optimizing Your Data Workflows
  • Capstone Project: Data-Driven Baking Recipe Development
    8Lessons ·
    • Combining Skills for Recipe Development
    • Combining Skills for Recipe Development
    • Creating Your Data-Driven Recipe
    • Creating Your Data-Driven Recipe
    • Presenting Your Findings
    • Presenting Your Findings
    • Reflecting on Your Data Science Journey
    • Reflecting on Your Data Science Journey