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Hearthwood Course 2026-05-05

Hearthwood Course 2026-05-05

python for data science

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

Difficulty: Intermediate

Structure: 5 modules, 20 lessons

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Last Update 05.05.2026
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  • Data Analysis with Python
    8Lessons ·
    • Getting Started with Python and Pandas
    • Getting Started with Python and Pandas
    • Data Cleaning Techniques
    • Data Cleaning Techniques
    • Basic Statistical Analysis for Bakers
    • Basic Statistical Analysis for Bakers
    • Visualizing Data with Matplotlib
    • Visualizing Data with Matplotlib
  • Data Visualization Techniques
    8Lessons ·
    • Advanced Visualization with Seaborn
    • Advanced Visualization with Seaborn
    • Telling a Story with Your Data
    • Telling a Story with Your Data
    • Interpreting Visual Data
    • Interpreting Visual Data
    • Designing Effective Visualizations
    • Designing Effective Visualizations
  • Predictive Modeling for Bakers
    8Lessons ·
    • Introduction to Machine Learning
    • Introduction to Machine Learning
    • Building Your First Model
    • Building Your First Model
    • Evaluating Model Performance
    • Evaluating Model Performance
    • Capstone Project: Predicting Baking Outcomes
    • Capstone Project: Predicting Baking Outcomes
  • Automating Data Analysis
    8Lessons ·
    • Automating Data Collection with Python
    • Automating Data Collection with Python
    • Scheduling Automated Tasks
    • Scheduling Automated Tasks
    • Integrating with Baking Tools
    • Integrating with Baking Tools
    • Optimizing Your Workflow
    • Optimizing Your Workflow
  • Evaluating Baking Recipes with Data
    8Lessons ·
    • Comparative Recipe Analysis
    • Comparative Recipe Analysis
    • Statistical Methods for Recipe Improvement
    • Statistical Methods for Recipe Improvement
    • Feedback Loops for Continuous Improvement
    • Feedback Loops for Continuous Improvement
    • Capstone Project: Data-Driven Baking Experiment
    • Capstone Project: Data-Driven Baking Experiment