AI Learning Roadmap for Beginners (2025 Edition)

✅ Step 1: Learn Python
Focus on syntax, functions, loops, and libraries like NumPy & Pandas.

✅ Step 2: Master Math Basics
Brush up on linear algebra, probability, and statistics — key for ML & AI.

✅ Step 3: Dive into Machine Learning
Learn Scikit-learn, regression, classification, clustering, and model evaluation.

✅ Step 4: Explore Deep Learning
Understand neural networks, CNNs, RNNs using TensorFlow or PyTorch.

✅ Step 5: NLP & Computer Vision
Start with sentiment analysis, then move to object detection and image classification.

✅ Step 6: Work on Real Projects
Build a chatbot, image classifier, or recommendation system to showcase your skills.

✅ Step 7: Stay Updated & Deploy
Follow AI news, experiment with tools like Hugging Face, and deploy models using Streamlit or FastAPI.

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