Python for Data Analysis Beginners

Unlock the power of data with Python: a beginner-friendly course to master data analysis essentials.

Introduction to Python for Data Analysis

Unit 1: Why Python for Data Analysis?

Unit 2: Setting Up Your Python Environment

Unit 3: Python Fundamentals

Unit 4: Writing and Executing Python Scripts

Python Data Structures

Unit 1: Lists in Python

Unit 2: Tuples in Python

Unit 3: Dictionaries and Sets

NumPy Fundamentals

Unit 1: Introduction to NumPy Arrays

Unit 2: Creating NumPy Arrays

Unit 3: Array Indexing and Slicing

Unit 4: Array Operations and Broadcasting

Pandas DataFrames and Series

Unit 1: Introduction to Pandas

Unit 2: Creating DataFrames

Unit 3: Indexing and Selection

Unit 4: Basic Data Exploration

Data Cleaning and Transformation with Pandas

Unit 1: Handling Missing Data

Unit 2: Data Cleaning Techniques

Unit 3: Applying Functions to DataFrames

Unit 4: Data Aggregation and Grouping

Data Visualization with Matplotlib

Unit 1: Getting Started with Matplotlib

Unit 2: Basic Plot Types

Unit 3: Customizing Plots

Advanced Data Visualization with Seaborn

Unit 1: Introduction to Seaborn

Unit 2: Distribution Plots

Unit 3: Relational Plots

Unit 4: Categorical Plots

Unit 5: Customization and Styling

Data Input and Output

Unit 1: Reading Data with Pandas

Unit 2: Writing Data with Pandas

Unit 3: Advanced I/O Techniques