Learn Python
Learn basic math
Learn statistics
Learn data handling
Learn data visualization
Study machine learning fundamentals
Learn supervised learning
Learn unsupervised learning
Learn model evaluation
Learn feature engineering
Learn common algorithms
Practice with small datasets
Use scikit-learn
Learn TensorFlow or PyTorch
Build simple projects
Work on real datasets
Read machine learning documentation
Take online courses
Solve Kaggle competitions
Study model tuning
Learn cross-validation
Learn overfitting and underfitting
Learn deployment basics
Keep practicing regularly