Course Outline

Introduction

  • Overview of Data Analytics with Python in Power BI for government
  • Introduction to Python scripting in Power BI for government
  • Installing Python packages for Power BI for government
  • Connecting Power BI to data sources for government

Data Preparation with Python

  • Data loading and transformation using Python scripts for government
  • Data cleaning and preprocessing techniques for government
  • Handling missing data with Python in Power BI for government

Data Visualization with Python

  • Creating basic visualizations with Python for government
  • Customizing charts and graphs using Python scripts for government
  • Interactive data visualization with Python for government

Advanced Data Analysis with Python

  • Introduction to Pandas for data manipulation for government
  • Performing advanced data analysis tasks using Python for government
  • Aggregating and summarizing data with Python scripts for government

Time Series Analysis with Python

  • Analyzing time series data in Power BI with Python for government
  • Time-based calculations and forecasting using Python for government
  • Visualizing time series data trends for government

Statistical Analysis with Python

  • Statistical analysis techniques using Python in Power BI for government
  • Hypothesis testing and A/B testing for government
  • Incorporating statistical results into reports for government

Machine Learning Integration in Power BI

  • Introduction to machine learning in Power BI for government
  • Building and deploying machine learning models with Python for government
  • Using Python libraries like scikit-learn for predictive analytics for government

Geospatial Analysis with Python

  • Geographic data visualization and mapping for government
  • Performing geospatial analysis using Python for government
  • Creating custom maps and location-based insights for government

Integration with External APIs and Web Data

  • Fetching data from external APIs using Python for government
  • Web scraping and data extraction for government
  • Incorporating external data sources into Power BI reports for government

Summary and Next Steps

Requirements

  • Basic understanding of data analysis concepts for government
  • Familiarity with Microsoft Power BI

Audience

  • Data Analyst
  • Information Coordinator
  • Information Analyst
  • Information Administrative Assistant
 28 Hours

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