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jeonse_price_forecast's Introduction

건물주 - 부동산 전세가격 예측 · 전세가율 분석


프로젝트 진행 기간


2023.09.06(수) ~ 2023.09.26(화)
MultiCampus 데이터 분석&엔지니어 28회차

배경


최근 불안정한 부동산 가격으로 인하여 갭 투자를 비롯한 '빌라왕'과 같은 전세 사기 사건이 일어났습니다. 그로 인하여 부동산 시장에 불신이 증가하고 불안정한 전세가격이 형성에 기여하고 있습니다. 하지만 현재 전세사기 피해자가 승소를 하더라도 보상을 받기 힘들어 마땅한 해결책이 없기 때문에 전세사기 예방이 가장 중요하다고 생각하여 부동산 전세가격 예측 · 전세가율 분석을 하게 되었습니다.

주요 기능


주요 기술


  • Data Preprocessing
    • Pandas
    • Numpy
    • Sklearn.IsolationForest
    • XGBoost
  • Statistics
    • Logistic Regression
    • VIF
    • Wald Test
    • Prophet
  • Machine Learning
    • KNN
    • Random Forest
    • LightGBM
    • XGBoost
  • Deep Learning
    • FNN
    • LSTM
    • GRU
  • Data Visulization
    • matplotlib
    • seaborn
  • Dashboard
    • streamlit

팀원

team


프로젝트 수행 방향

execution direction


프로젝트 코드


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