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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
Testimonials (1)
The coding and analysis, how the information come together in a report which will be useful for my work