feat: complete wikification of War Commander batch 1&2 and final grey dot cleanup
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id: P-REINFORCE-AUTO-BACK-002
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category: "[[10_Wiki/💡 Topics/AI]]"
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category: "10_Wiki/💡 Topics/AI"
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confidence_score: 1.00
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tags: [auto-reinforced, backpropagation, deep-learning, machine-learning-foundations, calculus, neural-networks]
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last_reinforced: 2026-04-20
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- **정책 변화(RL Update)**: 역전파 연산 효율을 극대화하기 위해 하드웨어(GPU/NPU) 수준에서 행렬 연산을 가속하는 정책이 수립되었고, 최근에는 역전파 없이 학습하는 생물학적 뇌 모델(Forward-Forward 등)에 대한 대안 정책 연구도 활발함.
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## 🔗 지식 연결 (Graph)
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- [[stochastic gradient descent]], [[Deep Learning]], [[Neural Networks]], [[Machine-Learning-Foundations]], [[Reward Prediction Error]]
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- [[stochastic gradient descent]], Deep Learning, Neural Networks, [[Machine-Learning-Foundations]], [[Reward Prediction Error]]
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- **Modern Tech/Tools**: PyTorch, TensorFlow, Autograd engines.
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