Python AI Roadmap

Stage 1 – Learn Python Basics (Syntax, Data Types)
Stage 2 – Data Handling (Pandas, NumPy)
Stage 3 – Machine Learning (Scikit-Learn, Basic Models)
Stage 4 – Deep Learning (TensorFlow/PyTorch, Neural Networks)
Stage 5 – Build & Train ML Models
Stage 6 – Natural Language Processing (NLTK, spaCy)
Stage 7 – Model Deployment (Flask/FastAPI)
Stage 8 – AI Testing & Optimization

🏆 – Python AI Developer