The tf.estimators.LinearClassifier function is a powerful tool in building machine learning models, particularly in the field of artificial intelligence. This function, provided by the TensorFlow library, offers a simplified and efficient way to create linear classifiers, which are widely used for classification tasks. Linear classifiers are models that aim to classify data points into different