| File Name: | Data Science & EDA: Global Conflict Project from Scratch |
| Content Source: | https://www.udemy.com/course/data-science-eda-global-conflict-project-from-scratch |
| Genre / Category: | Other Tutorials |
| File Size : | 3.5 GB |
| Publisher: | Oak Academy |
| Updated and Published: | August 9, 2025 |
visual stories that influence peacebuilding and policy decisions. Whether you’re a beginner or an experienced analyst, you’ll gain practical skills with hands-on projects using industry-standard tools.
In this course, you will dive deep into Exploratory Data Analysis (EDA) focused on complex global conflict datasets. You’ll learn how to clean, explore, visualize, and interpret data using Python, Pandas, ChatGPT and key statistical methods to uncover trends and insights crucial for understanding humanitarian crises.
By the end of the course, you will confidently perform EDA on messy real-world data, create interactive visualizations, apply clustering techniques, and build portfolio-ready projects that combine data science with social impact.
What You Will Learn:
This course takes you step-by-step through a hands-on EDA process using conflict datasets, covering:
- Course introduction and dataset loading
- Understanding variables and data characteristics
- Handling missing values, renaming, and ensuring consistency
- Distribution and trend analysis over time and regions
- Visualizing data correlations and regional death counts with bar and bubble charts
- Identifying major conflict events and temporal death trends
- Applying clustering using Elbow Method and Silhouette Scores
- Advanced interactive visualizations with Plotly, including animated trends and heatmaps
- In-depth statistical analysis: normality testing and outlier detection
By the End of This Course, You Will Be Able To:
- Confidently apply Exploratory Data Analysis (EDA) techniques to complex, real-world conflict datasets
- Create dynamic and interactive data visualizations using Plotly to reveal meaningful insights
- Utilize clustering algorithms and statistical methods to identify underlying patterns in data
- Develop comprehensive data science projects that combine technical expertise with social impact
- Critically analyze data to understand and communicate the stories it tells about global conflicts
DOWNLOAD LINK: Data Science & EDA: Global Conflict Project from Scratch
Data_Science_EDA_Global_Conflict_Project_from_Scratch.part1.rar – 1000.0 MB
Data_Science_EDA_Global_Conflict_Project_from_Scratch.part2.rar – 1000.0 MB
Data_Science_EDA_Global_Conflict_Project_from_Scratch.part3.rar – 1000.0 MB
Data_Science_EDA_Global_Conflict_Project_from_Scratch.part4.rar – 567.0 MB
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