Right Way To Learn AI In 2025 — The Complete Roadmap for Freshers, Professionals, and Managers | by Muhammad Haider Tallal | Data Science Collective | Jul, 2025


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Over the past two to three years we have seen incredible revolution in the field of AI. I dont think any other technology has grown as rapidly and as AI has. When I started working in AI we began with machine learning back in 2014. Working on prediction-based projects always excited me.
As the years progressed, deep learning, NLP, computer vision and now LLMs, generative AI, agentic AI, vector databases, and RAGs have emerged. Just imagine the kind of use cases being developed .
Because of this evolution, countless startups are now launching with innovative ideas and are able to serve a wide audience.
One of the biggest questions I get is: How do we cope with this evolution?
If someone wants to study AI today, what’s the right approach? How should they start?
