question: 1 identify which type of machine learning (ml) best describes the scenario below. a company…

question: 1 identify which type of machine learning (ml) best describes the scenario below. a company develops an ml system that displays ads targeted to each user on their social media platform based on the users activity data. supervised learning unsupervised learning reinforcement learning none of the above

question: 1 identify which type of machine learning (ml) best describes the scenario below. a company develops an ml system that displays ads targeted to each user on their social media platform based on the users activity data. supervised learning unsupervised learning reinforcement learning none of the above

Answer

Brief Explanations:

In supervised learning, the model is trained on labeled data. Here, user activity data (features) can be used to predict what ads would be relevant (labels), aiming to target ads based on user - behavior patterns. Unsupervised learning is for finding patterns in unlabeled data without a specific prediction target. Reinforcement learning is about an agent learning to make a sequence of decisions to maximize a reward. This scenario fits supervised learning best as it uses existing data (user activity) to make predictions (targeted ads).

Answer:

Supervised Learning