Beginner

In the context of artificial intelligence, a beginner is someone who has little to no prior experience with machine learning, neural networks, or data science. This stage typically involves learning fundamental concepts such as supervised versus unsupervised learning, basic Python programming, and understanding how data is used to train models. Beginners often rely on high-level libraries like Scikit-learn or Keras and follow structured tutorials to build their first predictive models before moving on to more complex architectures or mathematical foundations.