Resources: guides from the MoventAI team.
Practical, checkable guides on testing careers, Playwright, AI and machine learning, written by the engineers who teach our batches.
All guides
6 guides
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QA
Playwright vs Selenium in 2026: which should a fresher learn first?
Both still appear in job posts. One is faster to learn and ships with the debugging tools a beginner needs. How to pick, with a four-week path.
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QA
Software testing career roadmap for freshers (2026)
The order to learn things in, what hiring managers check in the first ten minutes, the mistakes that cost freshers months, and a four-month plan.
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QA
Manual tester to automation tester in 90 days
A week-by-week plan for a tester with a full-time job: what to automate first, the Selenium-to-Playwright switch, and how to talk about it in interviews.
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AI/ML
How to become an AI/ML engineer without a CS degree
What the job involves, the maths you need and the maths you can defer, the Python to classical ML to deep learning order, and a four-month route from zero.
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AI/ML
7 machine learning projects that get you interviews (with datasets)
Seven projects from tabular ML to a RAG app, each with a public dataset, what recruiters look for in them, and how to present them on GitHub.
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QA
25 QA and automation interview questions for 2026 (with how to answer)
Manual, SQL, API, Playwright and AI-in-testing questions freshers get asked, with the shape of a good answer for each.
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