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Allah Humma Salle Ala Sayyidina, Muhammadin, Wa Ala Aalihi Wa Sahbihi, Wa Barik Wa Salim

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User Guest viewing Subject Deep-Reinforcement Learning and Topic Imitation Learning

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QNo. 1: What is imitation learning and how does it differ from reinforcement learning? Imitation Learning Deep-Reinforcement test330_Imi Easy (Level: Easy) [newsno: 2885]-[pix: test330_Imi.jpg]
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Expandable List
  1. Demonstration Driven
    1. Learn from experts
    2. Uses labeled trajectories
    3. Mimics observed behavior
  2. Reward Driven
    1. Maximizes cumulative reward
    2. Learns via interaction
    3. Requires environment feedback
  3. Objective Function
    1. Supervised loss minimization
    2. Policy gradient optimization
    3. Different optimization targets
  4. Exploration Requirement
    1. Limited active exploration
    2. Exploration inherently necessary
    3. Trial and error
  5. Data Dependency
    1. Needs expert datasets
    2. Needs environment samples
    3. Different data sources
Allah Humma Salle Ala Sayyidina, Muhammadin, Wa Ala Aalihi Wa Sahbihi, Wa Barik Wa Salim

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imitation learning how

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