AI with Power BI - Business Intelligence

סקירה כללית

Learn to create and use machine learning models in Power BI, leveraging Azure's capabilities for data-driven insights. Hands-on demos showcase AI integration for enhanced business intelligence.

סילבוס

• Introduction to AI in Business Intelligence
Overview of Business Intelligence
Introduction to AI and Machine Learning Concepts
Overview of Power BI and Its Capabilities
• Power BI Basics and Setup
Installing and Configuring Power BI
Understanding Power BI Interface
Importing and Transforming Data
• Introduction to Azure for AI
Overview of Azure Machine Learning
Setting Up Azure Machine Learning Workspace
Azure Services Integrated with Power BI
• Developing Machine Learning Models
Data Preparation for Machine Learning
Building Models in Azure Machine Learning
Best Practices for Model Selection and Evaluation
• Integrating AI Models with Power BI
Connecting Power BI to Azure Machine Learning Models
Creating and Managing Machine Learning Models within Power BI
Using AI Insights in Power BI Reports
• Hands-on Demos and Case Studies
Demonstrating Live AI Integration in Power BI
Industry Use Cases: Retail, Finance, and Healthcare
Exploring Advanced Visualizations with AI
• Enhancing Power BI with AI Features
Using Power BI’s Built-in AI Features
Implementing Cognitive Services in Power BI
Advanced AI Visualizations and Custom Visuals
• Best Practices and Future Trends
Scalability and Performance Optimization
Ethics and Privacy Considerations in AI
Emerging Trends in AI for Business Intelligence
• Final Project and Assessment
Project: Create a Power BI Dashboard Incorporating AI
Peer Review and Feedback
Course Completion and Certification

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נושאים

Conference Talks