Yes. It is possible for a non-technical person to change careers and train to become a software engineer,(thereby becoming a technical person).
How long it takes depends on your dedication. If you commit to a learning/coding habit, and focus on your goals, I would say you could achieve this in 1–2 years.
A good level of commitment is for example, waking up early daily to study and code, and sustaining this month after month. You not only need to commit, you need passion.
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