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AI+ Business Intelligence™ Self Paced Learning
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General
Course Introduction
Audio Book: Introduction- AI+ Business Intelligence
Module 1: Introduction to AI and BI Fundamentals
Module 1: Introduction to AI and BI Fundamentals
Audio Book: Introduction to AI and BI Fundamentals
Podcast: Introduction to AI and BI Fundamentals
1.1 Understanding AI
1.2 Evolution of Business Intelligence
1.3 Real-World Applications of AI driven BI
ACTIVITY: Sequence Arrangement
1.4 BI Framework
1.5 Key BI Tools
ACTIVITY: Drag and Drop
1.6 Data Analysis Process
1.7 Integration of AI with BI: Unleashing Data’s True Potential
ACTIVITY: Hotspot
1.8 Emerging Trends
1.9 Challenges in BI
ACTIVITY: Tab
1.10 Case Study: Explore the Impact of AI-Enhanced BI Solutions in a Specific Industry
ACTIVITY: Case Study
ACTIVITY: Let's Check Your Knowledge
Quiz
Hands On - 1
Hands On - 2
Hands On - 3
Module 2: Python for AI-Driven Business Intelligence
Module 2: Python for AI-Driven Business Intelligence
Audio Book Python for AI-Driven Business Intelligence
Podcast: Python for AI-Driven Business Intelligence
2.1 Benefits of Python in AI-Driven Business Intelligence
ACTIVITY: Carousel
2.2 Advanced Python Libraries for BI
ACTIVITY: Pick One
2.3 Visualization with Python
ACTIVITY: Hotspot
ACTIVITY: Let's Check Your Knowledge
Quiz
Hands On - 1
Hands On - 2
Module 3: Data Preparation and Feature Engineering with AI
Module 3: Data Preparation and Feature Engineering with AI
Audio Book: Data Preparation and Feature Engineering with AI
Podcast: Data Preparation and Feature Engineering with AI
3.1 Types of Data Sources
3.2 Data Gathering Methods
3.3 Real-Time Data Collection: Using tools like Kafka and Spark
3.4 Ethical Considerations
3.5 Use Case: Real-Time Data Collection in E-Commerce Using Apache Kafka
ACTIVITY: Sequence Arrangement
3.6 Assessing Data Quality
3.7 AI Tools for Data Profiling
3.8 Data Cleaning Techniques
ACTIVITY: Tab
3.9 Transformation Techniques
3.10 Feature Engineering with AI
3.11 Handling Imbalanced Datasets
3.12 Case Study: Data Cleaning for a Predictive Model in Finance Using Imputation and Outlier Handling
ACTIVITY: Case Study
ACTIVITY: Let's Check Your Knowledge
Quiz
Hands On
Module 4: Machine Learning (ML) for Business Intelligence
Module 4: Machine Learning (ML) for Business Intelligence
Audio Book: Machine Learning (ML) for Business Intelligence
Podcast: Machine Learning (ML) for Business Intelligence
4.1 Supervised Learning
4.2 Unsupervised Learning
4.3 Reinforcement Learning
4.4 Use-Case: Applying Regression Models for Sales Forecasting in Retail
ACTIVITY: Hotspot
ACTIVITY: Let's Check Your Knowledge
Quiz
Hands On
Module 5: Advanced AI and Generative AI for BI
Module 5: Advanced AI and Generative AI for BI
Audio Book: Advanced AI and Generative AI for BI
Podcast: Advanced AI and Generative AI for BI
5.1 Deep Learning and Neural Networks
5.2 Artificial Neural Networks
5.3 Convolutional Neural Networks (CNNs)
5.4 Recurrent Neural Networks (RNNs) and Deep Neural Networks(DNNs)
5.5 Training Deep Neural Networks
5.6 Implementing Neural Networks for Pattern Recognition
ACTIVITY: Carousel
5.7 What is Generative AI?
5.8 Types of Generative AI Models
5.9 Applications of Generative AI in Business Intelligence
5.10 Generative Models in BI
5.11 Use Cases of Generative AI in Business Intelligence
ACTIVITY: Case Study
5.12 Convolutional Neural Networks (CNNs) for Image Data Analysis
5.13 RNNs for Time Series Forecasting
5.14 Transformer Models (BERT, GPT): NLP in BI
ACTIVITY: Hotspot
ACTIVITY: Let's Check Your Knowledge
Quiz
Hands On
Module 6: Statistical Analysis with AI Tools
Module 6: Statistical Analysis with AI Tools
Audio Book: Statistical Analysis with AI Tools
Podcast: Statistical Analysis with AI Tools
6.1 Types of Statistical Analysis
6.2 Visualizing Trends with AI tools
6.3 Case Study: Leveraging AI for Trend Visualization to Optimize Marketing Strategies at ABC Electronics
ACTIVITY: Drag and Drop
6.4 Overview of Time Series Analysis
6.5 Forecasting Trends and Demands using AI
6.6 Sales and Operational Planning with AI-Enhanced Models
6.7 Use Case: Time-Series Analysis for Predicting Demand Spikes in Retail
ACTIVITY: Flip Card
ACTIVITY: Let's Check Your Knowledge
Quiz
Hands On
Module 7: AI-Powered Business Intelligence Tools
Module 7: AI-Powered Business Intelligence Tools
Audio Book: AI-Powered Business Intelligence Tools
Podcast: AI-Powered Business Intelligence Tools
7.1 AI in BI Platforms
7.2 Overview of AI Capabilities in Power BI, Tableau, and Looker
7.3 Automated Visualization and Insight Generation
ACTIVITY: Tab
7.4 Data Import & Transformation
7.5 Building Interactive Dashboards with AI features
ACTIVITY: Case Study
7.6 Data Connection & Preparation in Tableau
7.7 Creating Advanced Visualizations with Tableau
ACTIVITY: Drag and Drop
ACTIVITY: Let's Check Your Knowledge
Quiz
Hands On - 1
Hands On - 2
Module 8: Prompt Engineering for AI-Driven BI
Module 8: Prompt Engineering for AI-Driven BI
Audio Book: Prompt Engineering for AI-Driven BI
Podcast: Prompt Engineering for AI-Driven BI
8.1 Overview of Prompt Engineering
8.2 Overview of LLM Model
8.3 Optimizing Prompts for various BI Tasks
8.4 Use Case: Automating Report Generation in Power BI Using LLM Prompts
ACTIVITY: Hotspot
8.5 Generating Predictive Insights
8.6 Automating Visualization Workflows
Activity: Accordion
ACTIVITY: Let's Check Your Knowledge
Quiz
Hands On
Module 9: Communication Skills
Module 9: Communication Skills
Audio Book: Communication Skills
Podcast: Communication Skills
9.1 Data Storytelling & Communication
9.2 Crafting Narratives
9.3 Visual Communication
ACTIVITY: Tab
9.4 Delivering Findings and Strategic Recommendations to Stakeholders, Focusing on Actionable AI-Driven Insights
ACTIVITY: Case Study
ACTIVITY: Let's Check Your Knowledge
Quiz
Module 10: Capstone Project
Module 10: Capstone Project
Audio Book: Capstone Project
Podcast: Capstone Project
Quiz
Additional Module - AI Agents For Business Intelligence
AI Agents For Business Intelligence
Resources
AI+ Business Intelligence Blueprint
AI+ Business Intelligence Detailed Curriculum
AI+ Business Intelligence Tools
AI+ Business Intelligence Resources and References
AI CERTs Exam Guidelines
AI CERTs Exam Guidelines
AI+ Business Intelligence Examination
AI+ Business Intelligence Examination
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Información del curso
AI+ Business Intelligence™ Self Paced Learning
Skill Level
:
Beginner
certificate name
:
AI+ Business Intelligence™
Badge
:
Badge_AI+-Business-Intelligence.png
Course Layout
:
Standard
