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Python for Data Analysis – From Basics to Real-World Projects

This course is designed to take you from complete beginner to job-ready data analyst using Python. You will learn how to: • Understand and work with data types • Apply control flow and logic • Build reusable functions • Handle real-world datasets • Clean messy data • Perform analysis • Create meaningful insights Unlike basic courses, this program focuses on real-world applications, combining Python with industry practices. By the end of this course, you will be able to: • Work with structured and unstructured data • Build data processing pipelines • Solve real business problems using Python This is not just coding — this is thinking like a data analyst

4.8 rating 3 students 28 hours 32 lessons
Created by Mahira

What You'll Learn

Build practical confidence through structured lessons and guided examples.
Understand the core concepts behind Python for Data Analysis – From Basics to Real-World Projects with a clear learning path.
After completing this course, students will be able to: • Understand Python fundamentals • Clean and preprocess datasets • Apply control flow and logic • Work with CSV and real data files • Perform business data analysis • Create visual insights • Build portfolio-ready projects
Complete 32 lessons and work toward Yes – Certificate of Completion Provided.

Course Curriculum

Explore each section below and open lessons in order to make steady progress.

Python for Data Processing – Foundations 11 lessons · 9 quizzes
60 min
Variables, Input and Output in Python Unlock after payment
10 min
Introduction to Data Types in Python Unlock after payment
10 min
Data Type Overview: Integer, String, Boolean Unlock after payment
10 min
List Data Type in Python Unlock after payment
5 min
Tuple Data Type in Python Unlock after payment
10 min
String Data Type in Python Unlock after payment
10 min
Set Data Type in Python Unlock after payment
10 min
Control Flow in Python: if-else and for Loops Unlock after payment
13 min
Functions in Python: Reusable Logic and Return Value Unlock after payment
10 min
FILE HANDLING (CSV) Unlock after payment
5 min
Section Quiz: Python Foundation Quiz Unlock after payment 10 questions · 10 x 1 marks
Data Analysis with Pandas and NumPy 6 lessons · 6 quizzes
Introduction to NumPy for Data Analysis Unlock after payment
15 min
2D Arrays & Vectors in NumPy Unlock after payment
10 min
Working with Data using Pandas Unlock after payment
10 min
Filtering & Transforming Data in Pandas Unlock after payment
10 min
Retail Sales Analysis using Pandas Unlock after payment
20 min
Retail Sales Analysis using Pandas Part 2 Unlock after payment
10 min
Section Quiz: Data Analysis with Pandas & NumPy Quiz Unlock after payment 10 questions · 10 x 1 marks
Business Analysis with Python 3 lessons · 4 quizzes
Grouping and Aggregation in Python Unlock after payment
15 min
Advanced Data Transformations using apply(), lambda, and Conditional Logic Unlock after payment
10 min
Feature Engineering: Creating Metrics and Business KPIs Unlock after payment
10 min
Section Quiz: Business Analysis with Python Quiz Unlock after payment 10 questions · 10 x 1 marks
Data Cleaning and Wrangling with Python 6 lessons · 5 quizzes
Handling Missing Data in Python Unlock after payment
10 min
Null vs None Unlock after payment
10 min
Data Type Fixing and Standardization Unlock after payment
10 min
Text Cleaning and Data Standardization Unlock after payment
10 min
Capstone Project 3 – Messy Dataset Cleaning Unlock after payment
10 min
Capstone Project 3 - Part 2 Unlock after payment
10 min
Section Quiz: Data Cleaning & Wrangling Quiz Unlock after payment 10 questions · 10 x 1 marks
Visualization and Data Storytelling with Python 6 lessons · 3 quizzes
Seaborn Intro Unlock after payment
3 min
Charts Using Seaborn Unlock after payment
Video
Visualization Best Practices and Data Storytelling Unlock after payment
15 min
Data Visualization using Matplotlib Unlock after payment
5 min
Charts using Matplotlib Unlock after payment
Video
Data Storytelling - Part 2 Unlock after payment
10 min
Section Quiz: Visualization & Data Storytelling Quiz Unlock after payment 10 questions · 10 x 1 marks

Instructor

Mahira

Mahira

Lead Instructor

Learn from an instructor focused on practical teaching, clear explanation, and helping students build confidence through structured progress.

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