Popular frameworks for AI app development include TensorFlow, PyTorch, and Scikit-learn. TensorFlow is widely used for machine learning and deep learning applications, PyTorch is favored for its flexibility and dynamic computation graph, and Scikit-learn is known for its simplicity and efficiency in implementing machine learning algorithms.