Beginners often get stuck in tutorial hell, memorizing syntax without applying it to real problems.Using popular libraries like TensorFlow or PyTorch doesn't make one a 'cool' developer.Attempting to use inappropriate libraries, like using NumPy for resume parsing, is a common mistake.To truly learn Python, beginners must solve problems and apply the language to practical scenarios.