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Markov decision process

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DataFunSummit
DataFunSummit
Apr 2, 2024 · Artificial Intelligence

Reinforcement Learning: Fundamentals, Classic Algorithms, and Applications in Short Video Recommendation

This article provides an in-depth overview of reinforcement learning, covering its goals, mathematical foundations such as Markov Decision Processes, classic algorithms like DQN, and practical applications including short‑video recommendation systems that aim to improve user retention through RL‑based ranking.

DQNMarkov decision processRL applications
0 likes · 12 min read
Reinforcement Learning: Fundamentals, Classic Algorithms, and Applications in Short Video Recommendation
Model Perspective
Model Perspective
Dec 28, 2022 · Artificial Intelligence

What Is Reinforcement Learning? Core Concepts and Key Algorithms Explained

This article introduces reinforcement learning, compares it with supervised and unsupervised learning, explains its components and Markov Decision Processes, and reviews fundamental model‑free and model‑based algorithms such as Q‑Learning, SARSA, TD learning, and exploration strategies.

Markov decision processQ-learningSARSA
0 likes · 16 min read
What Is Reinforcement Learning? Core Concepts and Key Algorithms Explained