Diagram showing a machine learning workflow from data preparation through Python, TensorFlow, PyTorch and Scikit-learn to model deployment

A machine learning expert should know Python, core statistics, machine learning algorithms, data preparation, and model evaluation. Framework knowledge TensorFlow, PyTorch, or Scikit-learn  depends on whether the project needs deep learning or simpler, structured-data models. No single tool defines expertise;…