Do I need programming experience to start this path?

Nope. The path starts with coding fundamentals and builds your Python, command-line, Git, and SQL skills before moving into data analysis tools and projects.

What data analysis tools will I learn?

You'll use Python, SQL, Pandas, Polars, and Power BI to collect, clean, query, analyze, and visualize data. You'll also practice supporting skills like Git, Linux, web scraping, and working with APIs.

Will I build a data analyst portfolio?

Yes. The path includes guided projects and a capstone where you'll apply your skills to practical problems and produce work you can discuss in interviews.

Data Analyst Learning Path

Courses that teach you real data analytics skills in Python, SQL, Pandas, Power BI and more.

Join 1,408,125 students from companies like

Data Analyst Course Curriculum

Packed with 12 courses and 5 projects this path takes most beginners about 8 months to complete

Become a data analyst by writing code and understanding the systems behind your analysis, not just clicking around demo dashboards. In this rigorous learning path you'll build a strong foundation in Python, SQL, Pandas, and Git, then learn to collect, clean, analyze, and visualize real data with industry-standard tools like Pandas and Power BI.

Last updated: Oct 2026

Course

1. Learn Python for Beginners

Ch 1. Introduction Ch 2. Variables Ch 3. Functions Ch 4. Scope Ch 5. Testing and Debugging Ch 6. Computing Ch 7. Comparisons Ch 8. Loops Ch 9. Lists Ch 10. Dictionaries Ch 11. Sets Ch 12. Errors Ch 13. Type Hints Ch 14. Practice Ch 15. Quiz

Enter Course

Last updated: Oct 2026

Course

2. Learn Linux

Ch 1. The Command Line Ch 2. Filesystems Ch 3. Programs Ch 4. Input/Output Ch 5. Local CLI Ch 6. Permissions Ch 7. Editors and Packages

Enter Course

Last updated: Oct 2026

Guided Project

3. Build a BookBot

Ch 1. Setup Ch 2. Data Analysis Ch 3. Report

Enter Guided Project

Last updated: Oct 2026

Course

4. Learn Git

Ch 1. Setup Ch 2. Repositories Ch 3. Internals Ch 4. Config Ch 5. Branching Ch 6. Merge Ch 7. Rebase Ch 8. Reset Ch 9. Remote Ch 10. GitHub Ch 11. Gitignore

Enter Course

Last updated: Oct 2026

Course

5. Learn SQL

Ch 1. Introduction Ch 2. Tables Ch 3. Constraints Ch 4. CRUD Ch 5. Basic Queries Ch 6. Structuring Ch 7. Aggregations Ch 8. Subqueries Ch 9. Normalization Ch 10. Joins Ch 11. Performance

Enter Course

Last updated: Oct 2026

Course

6. Learn Object Oriented Programming

Ch 1. Clean Code Ch 2. Classes Ch 3. Encapsulation Ch 4. Abstraction Ch 5. Inheritance Ch 6. Polymorphism

Enter Course

Last updated: Oct 2026

Guided Project

7. Build Asteroids

Ch 1. Pygame Ch 2. Gameloop Ch 3. Player Ch 4. Asteroids

Enter Guided Project

Last updated: Oct 2026

Course

8. Learn Functional Programming

Ch 1. Functional Programming Ch 2. First-Class Functions Ch 3. Pure Functions Ch 4. Recursion Ch 5. Function Transformations Ch 6. Closures Ch 7. Currying Ch 8. Decorators Ch 9. Sum Types

Enter Course

Last updated: Oct 2026

Guided Project

9. Build an AI Agent

Ch 1. LLMs Ch 2. Functions Ch 3. Function Calling Ch 4. Agents

Enter Guided Project

Last updated: Oct 2026

Course

10. Learn HTTP Clients

Ch 1. Why HTTP? Ch 2. DNS Ch 3. URIs Ch 4. Async Ch 5. Headers Ch 6. JSON Ch 7. Methods Ch 8. Paths Ch 9. HTTPS

Enter Course

Last updated: Oct 2026

Guided Project

11. Build a Web Scraper

Ch 1. Setup Ch 2. Crawling Ch 3. Concurrency Ch 4. Reporting

Enter Guided Project

Last updated: Oct 2026

Course

12. Learn Pandas

Ch 1. Data Manipulation Ch 2. Data Formats Ch 3. Pandas Ch 4. Filtering and Sorting Ch 5. Data Cleaning Ch 6. Merging Ch 7. Aggregation and Modeling Ch 8. Events and Cohorts Ch 9. Polars

Enter Course

Last updated: Oct 2026

Course

13. Learn Power BI

Ch 1. Data Sources Ch 2. Basic Charts Ch 3. Color Ch 4. Data Preparation Ch 5. Data Modeling Ch 6. DAX Ch 7. More Charts Ch 8. Dashboards Ch 9. Collaboration

Enter Course

Last updated: Oct 2026

Course

14. Learn Retrieval Augmented Generation

Ch 1. Preprocessing Ch 2. TF-IDF Ch 3. Keyword Search Ch 4. Semantic Search Ch 5. Chunking Ch 6. Hybrid Search Ch 7. LLMs Ch 8. Reranking Ch 9. Evaluation Ch 10. Augmented Generation Ch 11. Agentic Ch 12. Multimodal

Enter Course

Last updated: Oct 2026

Course

15. Learn AI Coding

Ch 1. Agent Harness Ch 2. Models and Providers Ch 3. Tools Ch 4. Prompting Ch 5. Agents Ch 6. Context Ch 7. Rules Ch 8. Feedback Loops Ch 9. Skills Ch 10. MCP Ch 11. Computer Use Ch 12. Plugins Ch 13. Best Practices

Enter Course

Last updated: Oct 2026

Portfolio Project

16. Capstone Project

This capstone project should be your resume's pièce de résistance. You're allowed to use any languages or frameworks you want, but you must build it yourself, and it should be remarkable, memorable even. The purpose of this project is two-fold: a chance to put your skills into practice but also to give your resume something that stands out and gets you noticed.

Enter Portfolio Project

Last updated: Aug 2026

Course

17. Learn How to Find a Programming Job

Ch 1. Strategy Ch 2. Projects Ch 3. GitHub Profile Ch 4. Resume Ch 5. LinkedIn Profile Ch 6. Applying Ch 7. Networking Ch 8. Interviewing Ch 9. Relocation

Enter Course

Mediocrity doesn't cut it anymore

The only way to become a great developer is to write a lot of code

Avoid tutorial hell

by writing a ton of code

Stay motivated with

a game-like curriculum

Build portfolio projects

to prove your skills

Delve deeper

into foundational concepts

Learn flexibly online

without interrupting your life

For 1% the price of college

to minimize your financial risk

Join 1,408,125 students learning to code

Connect directly with them and others in our flourishing online community

61.6M

lessons completed

404K

courses completed

12.5B

XP earned

It's a great way to start programming. The difficulty ramps up at a good pace, and being able to ask the bots helps you move forward when you're stuck — they give you a hint but don't solve the exercise for you.

(5/5)

Eduardo Cardona Melsion

Spain

Learn Python for Beginners

The course is well structured and easy to follow. It explains concepts clearly and provides practical exercises that help reinforce what you learn. I especially like the hands-on approach and the way the lessons build on each other. Overall, it's a great resource for improving my Python skills and learning new concepts.

(4/5)

Bilal Rouane

Université Mohammed VI Polytechnique, X7HC+R2, Salé

Learn Python for Beginners

Impeccable, this course made me learn more than the university that I pay way more than it. It leveled up my logic and programming skill into an another level

(5/5)

xAyoubx

Brazil

Learn Python for Beginners

I knew nothing of python going in, but after this I can safely say I understand the fundamentals to a point where I can go forward with external projects utilizing python.

(5/5)

Brayden Cavanaugh

United States

Learn Python for Beginners

This course is a great starting place to learn python. It teaches you many core python concepts reuse them later in the course. Now of course, there are times that this course get ridiculously hard but that is where your understanding of python as well as mathematics gets challenged.

(4/5)

Spee NP

United States

Learn Python for Beginners

This is a great course to get familiar with the basics of Go.

(5/5)

Utsav Deep

Germany

Learn Go

TypeScript is so cool

(5/5)

Diego Herrera

Costa Rica

Learn TypeScript

it appear that i finished this too long, but i think it completed all around python better than my basic programming class

(5/5)

Tima Gutmensch

Indonesia

Learn Python for Beginners

I have tried to do a beginner programming course a number of times in my life, usually via youtube tutorials etc which I would always end up dropping. Having it all be broken down into small sections with a big dopamine hit everytime you succeed at each step has been so helpful to keep motivation up. If you struggle coming up with your own ideas and projects but still want to learn how to practically solve problems using code then this really is the best way to learn.

(5/5)

LonelyHook

United Kingdom

Learn Python for Beginners

Showing 1-9 of 7469

or view more reviews

Frequently asked Questions

Got questions? We've got answers

Yep. You can create an account for free and fully demo the early chapters of the path. Once you hit the membership gate, you can still read the remaining lessons in content-only mode until you're ready to upgrade.

Data Analyst Learning Path

Courses that teach you real data analytics skills in Python, SQL, Pandas, Power BI and more.

Data Analyst Course Curriculum

Packed with 12 courses and 5 projects this path takes most beginners about 8 months to complete

1. Learn Python for Beginners

2. Learn Linux

3. Build a BookBot

4. Learn Git

5. Learn SQL

6. Learn Object Oriented Programming

7. Build Asteroids

8. Learn Functional Programming

9. Build an AI Agent

10. Learn HTTP Clients

11. Build a Web Scraper

12. Learn Pandas

13. Learn Power BI

14. Learn Retrieval Augmented Generation

15. Learn AI Coding

16. Capstone Project

17. Learn How to Find a Programming Job

Mediocrity doesn't cut it anymore

The only way to become a great developer is to write a lot of code

Join 1,408,125 students learning to code

Connect directly with them and others in our flourishing online community

It's a great way to start programming. The difficulty ramps up at a good pace, and being able to ask the bots helps you move forward when you're stuck — they give you a hint but don't solve the exercise for you.

Impeccable, this course made me learn more than the university that I pay way more than it. It leveled up my logic and programming skill into an another level

I knew nothing of python going in, but after this I can safely say I understand the fundamentals to a point where I can go forward with external projects utilizing python.

This course is a great starting place to learn python. It teaches you many core python concepts reuse them later in the course. Now of course, there are times that this course get ridiculously hard but that is where your understanding of python as well as mathematics gets challenged.

This is a great course to get familiar with the basics of Go.

TypeScript is so cool

it appear that i finished this too long, but i think it completed all around python better than my basic programming class

Frequently asked Questions

Got questions? We've got answers

Can I start the Data Analyst path for free?

Do I need programming experience to start this path?

What data analysis tools will I learn?

Will I build a data analyst portfolio?

Platform

Languages

Subjects

Support

Pricing

Community