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1. sam3-damage-detect sam3-damage-detect Public

   AI-powered concrete damage detection using SAM with privacy protection. Automatic rust detection, pattern recognition, and signboard blur masking.

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2. dql-bridge-maintenance dql-bridge-maintenance Public

   A deep reinforcement learning system for optimizing bridge maintenance decisions across municipal infrastructure fleets, implementing cross-subsidy budget sharing and cooperative multi-agent learning.

   Python 2

3. markov-dqn-v09-quantile markov-dqn-v09-quantile Public

   Quantile Regression DQN implementation for bridge fleet maintenance optimization using Markov Decision Process. Migrated from C51 distributional RL (v0.8) with 200 quantiles and Huber loss. Feature…

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4. kasensabo_graph_rag kasensabo_graph_rag Public

   An experimental platform that structures Japan's River & Sediment Control Technical Standards (Survey / Planning / Design / Maintenance editions) into a Neo4j knowledge graph and compares the perfo…

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5. CCTV-Disaster-LLM CCTV-Disaster-LLM Public

   LLL-based Disaster Detector Agentic AI Application : This project enables the detection and interpretation of environmental threats (e.g., floods, infrastructure risks) by leveraging large language…

   Jupyter Notebook 1

6. deepseek-v3-quantization-analysis deepseek-v3-quantization-analysis Public

   Comprehensive performance analysis of DeepSeek V3 quantization levels (FP16, Q8_0, Q4_0) on 16GB GPU environments.

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