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tk-yasuno / Repair-Surviv

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Repair-Aware Survival Analysis: Multi-domain maintenance optimization with NASA CMAPSS & SECOM validation.

machine-learning reliability-engineering survival-analysis benchmark-datasets predictive-maintenance remaining-useful-life cbm failure-prediction industrial-ai prognostics risk-modeling maintenance-optimization multi-domain-learning nasa-cmapss domain-specific-ai decision-support-ai repair-aware-models time-to-failure-modeling secom-dataset
  • Updated Sep 20, 2025
  • Jupyter Notebook

tk-yasuno / job-insight-clustering

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A prototype pipeline for generating structured job insights and clustering career trajectories, designed to support agentic AI-based **Proactive Job Goal Creation**.

data-engineering representation-learning trajectory-clustering career-trajectories pipeline-automation career-analysis workforce-analytics agentic-ai llm-applications job-insights structured-data-generation domain-specific-ai decision-support-ai proactive-goal-creation career-clustering
  • Updated Jul 19, 2025
  • Jupyter Notebook

tk-yasuno / CCTV-Disaster-LLM

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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 models (LLMs) and multimodal inputs derived from CCTV-based river surveillance feeds.

autonomous-agents situational-awareness early-warning-systems real-time-monitoring disaster-detection video-stream-processing agentic-ai multimodal-ai llm-applications reasoning-ai environmental-ai domain-specific-ai decision-support-ai environmental-threat-analysis flood-risk-detection infrastructure-risk-assessment river-surveillance cctv-analysis image-based-detection
  • Updated Jul 27, 2025
  • Jupyter Notebook

tk-yasuno / multimodal-ad-lora-wallplug

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An innovative anomaly detection system for manufacturing industries. Integrating MVTec AD dataset, MiniCPM language model, and LoRA explanation generation, achieving AUC 0.7175 practical-level anomaly detection performance on 416 complete wallplugs dataset.

computer-vision industrial-automation lora unsupervised-learning anomaly-detection interpretable-ml explainable-ai quality-inspection defect-detection industrial-ai mvtec-ad explanation-generation minicpm auc-evaluation manufacturing-anomaly-detection wallplug-dataset domain-specific-ai
  • Updated Sep 28, 2025
  • Python

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