Course Outline
Introduction
- Overview of Data Analytics with Python in Power BI
- Introduction to Python scripting in Power BI
- Installing Python packages for Power BI
- Connecting Power BI to data sources
Data Preparation with Python
- Data loading and transformation using Python scripts
- Data cleaning and preprocessing techniques
- Handling missing data with Python in Power BI
Data Visualization with Python
- Creating basic visualizations with Python
- Customizing charts and graphs using Python scripts
- Interactive data visualization with Python
Advanced Data Analysis with Python
- Introduction to Pandas for data manipulation
- Performing advanced data analysis tasks using Python
- Aggregating and summarizing data with Python scripts
Time Series Analysis with Python
- Analyzing time series data in Power BI with Python
- Time-based calculations and forecasting using Python
- Visualizing time series data trends
Statistical Analysis with Python
- Statistical analysis techniques using Python in Power BI
- Hypothesis testing and A/B testing
- Incorporating statistical results into reports
Machine Learning Integration in Power BI
- Introduction to machine learning in Power BI
- Building and deploying machine learning models with Python
- Using Python libraries like scikit-learn for predictive analytics
Geospatial Analysis with Python
- Geographic data visualization and mapping
- Performing geospatial analysis using Python
- Creating custom maps and location-based insights
Integration with External APIs and Web Data
- Fetching data from external APIs using Python
- Web scraping and data extraction
- Incorporating external data sources into Power BI reports
Summary and Next Steps
Requirements
- Basic understanding of data analysis concepts
- Familiarity with Microsoft Power BI
Audience
- Data analyst
- Information coordinator
- Information analyst
- Information administrative assistant
Testimonials (3)
The basic structure of Power BI, its main functions, as well as some advanced functions
Alessandro Binaghi - Great Place to Work(R) Institute Italia Srl
Course - PL-300: Microsoft Power BI Data Analyst
I was pleasantly surprised by the trainer's attitude toward the psychological aspects of the reporting activity, not just the technical ones. I believe the most valuable part of this course is that it showed me what excellence looks like in the field I have chosen, and that motivates me greatly. As for technical elements, it helped me the most to understand DAX concepts and how to incorporate them into my work.
Fufa Claudia Alina Stefania - Zentiva
Course - Power BI - Advanced
Machine Translated
Useful and practical, the knowledge gained in training can be applied immediately.