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Alzheimer_MCI-CNN_Classifier

  • Deep Learning based Alzheimer & MCI Diagnosis Model
  • 딥러닝 기반 알츠하이머, 경도인지장애 진단 모델 개발



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Project Outline 프로젝트 개요

  • 합성곱 신경망(CNN)을 통해 Brain MRI 이미지를 알츠하이머와 경도인지장애(MCI)로 분류하는 딥러닝 모델 개발

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Deep Learning Pipeline - 딥러닝 인파이프라인

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Introduction 서론

Dementia, Alzheimer's Disease, Mild Cognitive Impairment

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Need for Research

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Goals 목표 및 가설

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Metadata Analysis - Looker studio

링크바로가기

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Modeling 모델링

Modeling Process - Colab

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Model Structure - 모델 구조

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Model 1 - Vanilla CNN

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Model 2 - ResNet50V2

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Negative Transfer

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Final Model - Hyperparameter Tuning

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Model Prediction 모델 예측

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Conclusion 결론

Summary 요약

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Limitations & Further Research

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Takeaways

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