Real-time advertising bidding uses reinforcement learning to predict user ad clicks and choose the best bid. Reinforcement learning helps improve bidding strategies over time by learning from feedback. Different RL-based strategies are discussed in the study, each with its own advantages. The research shows that RL-based bidding can enhance the effectiveness and efficiency of online advertising.