IBM Data Science Tools Project

Overview

This project demonstrates practical data analysis using Python in Jupyter Notebook as part of the IBM Data Science Professional Certificate.

The workflow includes data cleaning, exploratory data analysis (EDA), and data visualization to extract insights from structured datasets and support data-driven decision-making.

Skills Demonstrated

• Data Cleaning and Preprocessing
• Exploratory Data Analysis (EDA)
• Data Visualization
• Python Programming
• Jupyter Notebook Workflow

Tools Used

• Python
• Jupyter Notebook
• Markdown
• Git & GitHub

Project File

• DataScienceEcosystem.ipynb

Author

Ruel Laranjo

Computer Systems Engineering Graduate
Aspiring Data Scientist