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ERP-Native GAI Hub
Enterprise-native GAI agents that reason and execute directly over complex structured data based on context. Intelligently extract strategic value hidden in data.
The History of Reinforcement Learning: From the Bellman Equation to Deep Reinforcement Learning
I chose Reinforcement Learning (RL) as the first topic of this blog because of my personal interest in a field that has developed from classical theory along a different trajectory from rapidly advancing deep learning and LLM AI agents, while continuing to influence the real world, and because reinforcement learning is also being integrated into Exa-Solution, Exavion’s extended ERP and AI-integrated enterprise application.
Reinforcement Learning Before Mathematics: From Behavioral Experiments to MDP
Many learners who are new to Reinforcement Learning struggle early on because they do not clearly understand the conceptual difference and relationship between the Markov Decision Process (MDP) and Reinforcement Learning (RL). To reduce this confusion, it is necessary to first clarify how the two concepts are related.