Data Analytics with Python in Power BI Training Course
Data Analytics with Python in Power BI involves utilizing the Python programming language within Microsoft Power BI, a robust business intelligence and data visualization platform.
This instructor-led, live training (available online or onsite) is designed for expert-level data analysts aiming to harness Python's analytical power inside Power BI, thereby improving their capacity to analyze and visualize data with precision.
Upon completing this training, participants will be able to:
- Understand how to integrate Python into Power BI for data analysis purposes.
- Employ Python scripts to load, clean, and preprocess data directly within the Power BI environment.
- Expand data visualization options by developing custom and interactive visuals using Python.
- Develop advanced data analysis competencies through the use of Python.
Format of the Course
- Interactive lectures and discussions.
- Extensive exercises and practical practice.
- Hands-on implementation in a live-lab environment.
Course Customization Options
- To request a customized training for this course, please contact us to arrange.
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
Open Training Courses require 5+ participants.
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