Ultimate AI Engineering Roadmap for 2025 🚀 Starting from Zero

AI Engineering Roadmap in 2025

If I were starting AI engineering today from scratch with zero knowledge, here’s my roadmap:

1. Learn Python basics - don’t need to master it, just enough.
2. Get familiar with fundamentals (Harvard’s CS50 or any YouTube playlist).
3. Learn tools like GitHub, VS Code, and Jupyter Notebooks.
4. Study ML basics (Andrew Ng’s course) and build projects - classification, regression - deploy on Streamlit.
5. Dive into deep learning - train models on Hugging Face.
6. Understand LLM architecture (3Blue1Brown on YouTube).
7. Explore LLM research (Andrej Karpathy’s Zero to Hero course).
8. Build GPT models, AI agents (LangChain, LangGraph).
9. Learn vector DB and fine-tuning.
10. Build projects and showcase on GitHub, LinkedIn.


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