Curriculum
Course:
Data Analysis and Visualization
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Curriculum
Data Analysis and Visualization
About the Mastering Data Analysis and Visualization
0/1
Course Introduction
self-paced
Preview
Module 1: Introduction to Data Analysis and Visualization
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Module 1 Overview
self-paced
Preview
Understanding the Importance of Data in Decision-Making
Lesson 1.1
Preview
Overview of Data Analysis and Visualization
Lesson 1.2
Preview
Introduction to Common Terminologies and Concepts
Lesson 1.3
Preview
Case Study: Optimizing Inventory Management with Data Analysis and Visualization
self-paced
Preview
Module 1 -Quiz
10 questions
Data Analysis and Visualization -1
Assignment
Module 2: Data Preprocessing
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Module 2 Overview
self-paced
Data Cleaning: Identifying and Handling Missing Values, Outliers, Duplicates
Lesson 2.1
Data Transformation: Normalization, Standardization, Feature Scaling
Lesson 2.2
Data Integration and Formatting for Analysis
Lesson 2.3
Case Study: Optimizing Customer Data for Marketing Analysis
self-paced
Quiz
10 questions
Module 3: Exploratory Data Analysis (EDA)
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Module 3 Overview
self-paced
Descriptive Statistics: Measures of Central Tendency, Dispersion, Distribution
Lesson 3.1
Data Visualization: Histograms, Box Plots, Scatter Plots, Correlation Matrices
lesson 3.2
Identifying Patterns, Trends, and Anomalies in Data
lesson 3.3
Case Study: Exploratory Data Analysis (EDA) in Retail Sales
self-paced
Quiz
10 questions
Module 4: Advanced Data Analysis Techniques
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Module 4 Overview
self-paced
Introduction to Inferential Statistics
Lesson 4.1
Regression Analysis: Linear and Logistic Regression for Predictive Modeling
lesson 4.2
Time Series Analysis: Forecasting Future Trends and Patterns
Lesson 4.3
Case Study: Predicting Customer Churn in a Telecom Company
self-paced
Quiz
10 questions
Module 5: Data Visualization Tools and Techniques
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Module 5 Overview
self-paced
Introduction to Data Visualization Libraries
Lesson 5.1
Creating Static and Interactive Visualizations
Lesson 5.2
Best Practices for Designing Effective Visualizations
Lesson 5.3
Case Study: Optimizing Marketing Campaign Performance with Data Visualization
self-paced
Quiz
10 questions
Module 6: Communicating Insights
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Module 6 Overview
self-paced
Storytelling with Data: Crafting Narratives Around Insights
Lesson 6.1
Design Principles for Creating Compelling Data Presentations
Lesson 6.2
Effective Communication Techniques for Different Audiences
Lesson 6.3
Case Study: Analyzing Customer Feedback to Improve Product Satisfaction
self-paced
Quiz
10 questions
Module 7: Practical Applications and Case Studies
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Module 7 Overview
self-paced
Applying Data Analysis and Visualization Techniques to Real-World Scenarios
Lesson 7.1
Case Studies Demonstrating the Impact of Data-Driven Decision-Making
Lesson 7.2
Hands-on Projects to Reinforce Learning
Lesson 7.3
Case Study: Optimizing Retail Operations with Data Analysis and Visualization
self-paced
Case Study: Enhancing Crop Yield through Data Analysis and Visualization in Agriculture
self-paced
Case Study: Optimizing Operations in the Oil and Gas Industry through DAV
self-paced
Case Study: Improving Student Performance and Learning Outcomes through DAV in Education
self-paced
Case Study: Enhancing Government Services and Decision-Making through DAV
self-paced
Case Study: Improving Healthcare Delivery through DAV
self-paced
Module 8: Future Trends and Challenges in Data Analysis and Visualization
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Module 8 Overview
self-paced
Emerging Trends in Data Analysis and Visualization
Lesson 8.1
Ethical Considerations and Challenges in Working with Data
Lesson 8.2
Strategies for Continuous Learning and Professional Development in the Field
Lesson 8.3
Career Opportunities in Data Analysis and Visualization
Lesson 8.4
Case Study: Leveraging AI and Automation for Enhanced Data Insights
self-paced
Case Study: Future Trends and Challenges in Data Analysis and Visualization
self-paced
Final Assessment and Feedback
0/2
Capstone Project (Optional)
self-paced
Quiz
20 questions
Additional Resources
0/4
Implementation Guide
self-paced
Practical Tips
self-paced
Career Roadmap
self-paced
Recommended Resources
self-paced
Text lesson
Introduction to Common Terminologies and Concepts
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