Master Data Analysis

Transform raw data into meaningful insights. Learn data cleaning, visualization, statistical analysis, and storytelling with our comprehensive courses and projects.

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Data Analysis Learning Path

Comprehensive roadmap to become a data analysis expert

A. Fundamentals

Data Types & Structures
Python Programming Basics
Basic Statistics Concepts
Introduction to SQL
Spreadsheet Fundamentals

B. Data Wrangling

Data Cleaning Techniques
Handling Missing Data
Data Transformation
Feature Engineering
Working with APIs

C. Data Visualization

Matplotlib & Seaborn
Interactive Visualizations
Dashboard Creation
Storytelling with Data
Design Principles

D. Statistical Analysis

Descriptive Statistics
Inferential Statistics
Hypothesis Testing
Regression Analysis
Time Series Analysis

E. Advanced Topics

Exploratory Data Analysis
Big Data Tools
Geospatial Analysis
Text Analysis
Optimization Techniques

F. Business Applications

Business Intelligence
Financial Analysis
Marketing Analytics
Operations Analytics
Data-Driven Decision Making

Essential Data Analysis Tools

Python

Programming language

Jupyter

Interactive notebooks

Pandas

Data manipulation

NumPy

Numerical computing

Scikit-learn

Machine learning

Matplotlib

Data visualization

Plotly

Interactive viz

R

Statistical computing

Spark

Big data processing

Excel

Spreadsheets

Hands-on Data Analysis Projects

Practical projects to demonstrate your analytical skills

3 Tasks

EDA Pandas

Exploratory Data Analysis

Analyze datasets to uncover patterns, anomalies, and key insights through statistical visualization techniques.

5 Tasks

Business Visualization

Retail Sales Analysis

Extract business insights from sales data to identify trends and optimize revenue strategies.

4 Tasks

Healthcare Statistics

COVID-19 Data Analysis

Analyze pandemic spread patterns and vaccination effectiveness across regions.

6 Tasks

NLP Text Mining

Sentiment Analysis

Classify customer feedback sentiment using natural language processing techniques.

5 Tasks

Geospatial Visualization

Geospatial Analysis

Visualize location-based data patterns using heatmaps and geographic clustering.

7 Tasks

Finance Time Series

Stock Market Analysis

Predict market trends using historical data analysis and technical indicators.

Popular Data Analysis Datasets

Dataset	Type	Size	Use Cases	Source
Titanic	Tabular	891 passengers	Survival analysis	Kaggle
Iris	Tabular	150 samples	Classification	UCI
World Happiness	Tabular	150+ countries	Correlation analysis	World Happiness Report
NYC Taxi Trips	Tabular	Millions of trips	Time series analysis	NYC TLC
Amazon Reviews	Text	Millions of reviews	Sentiment analysis	Amazon
COVID-19	Time series	Global data	Pandemic analysis	Johns Hopkins