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Articles from the academic team. For course-choice guides and explainers, start at the learning resources hub so we do not repeat the same intent on two URLs.

Design

Graphic Design vs UI/UX

Which course to pick if you like visuals but want product work — or print work.

Academic Team · 2026-09-02
Design

UI vs UX

A short distinction with examples from apps you already use.

Academic Team · 2026-09-02
Marketing

Google Ads Career Notes

Campaign ops, measurement and why strategy still matters.

Academic Team · 2026-09-02
Marketing

SEO as a Career

What SEO juniors do all week, including the unglamorous parts.

Academic Team · 2026-09-02
Marketing

Digital Marketing Roadmap

Strategy, SEO, ads, social, analytics — in an order you can practise.

Academic Team · 2026-09-02
Security

Cyber Security Roadmap

Fundamentals, networks, web, then specialised testing.

Academic Team · 2026-09-02
Data

Power BI Career Notes

What Power BI fluency helps with, and what it does not replace.

Academic Team · 2026-09-02
Data

Python for Data Science

Pandas and notebooks after you can write Python, not instead of it.

Academic Team · 2026-09-02
AI

Machine Learning Roadmap

Python, maths-you-actually-need, classical ML, then maybe deep learning.

Academic Team · 2026-09-02
AI

AI vs Machine Learning

Plain-language distinction so you can choose AI Tools vs ML.

Academic Team · 2026-09-02
Data

Data Analyst Roadmap

The analyst path used in Ahmedabad offices: Excel, SQL, Power BI, storytelling.

Academic Team · 2026-09-02
Data

Data Science Roadmap

Excel and SQL first for many people; Python and ML when the job actually needs them.

Academic Team · 2026-09-02
Web

MERN Stack Roadmap

JavaScript, React, Node, then a real project. The order that actually sticks.

Academic Team · 2026-09-02
Programming

C++ Roadmap

From syntax to OOP and STL, and when C++ is the wrong career first language.

Academic Team · 2026-09-02
Programming

Java Learning Roadmap

Core Java first, then APIs and a stack. How to avoid jumping to Spring in week two.

Academic Team · 2026-09-02
Programming

Python Roadmap for Beginners

A practical Python learning order: syntax, projects, then data or web — without collecting 40 bookmarks you will never…

Academic Team · 2026-09-02
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