Machine learning can significantly improve the efficiency of online advertising by enabling more precise targeting and personalization. Algorithms analyze vast amounts of user data, identifying patterns and preferences, allowing advertisers to tailor ads to specific demographics or behaviors. This targeted approach maximizes ad relevance and engagement, leading to higher conversion rates. Additionally, machine learning can optimize bidding strategies in real-time, ensuring advertisers achieve better returns on their investment while minimizing wasted ad spend.