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The time it takes to learn Python for machine learning depends on your background and how much time you can dedicate weekly. Here's a general breakdown:

✅ Beginner (No Programming Experience)

3 to 6 months

Spend 8–10 hours per week

Focus on Python basics, data structures, libraries (NumPy, Pandas), then move to ML frameworks like Scikit-learn and TensorFlow

✅ Intermediate (Some Coding Experience)

2 to 4 months

Spend 6–8 hours per week

Faster progress through Python syntax and quicker transition to ML concepts

✅ Advanced (Developer or Data Background)

1 to 2 months

Spend 5–7 hours per week

Can dive directly into machine learning with Python and focus on model-building, data preprocessing, and deployment

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