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streamlit으로 구현한 ML-project prototype

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rudgnsdl06/6PM-picturetomusic

 
 

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6PM-picturetomusic

BDS4010-01(빅데이터종합설계) 최종 프로젝트

조원: 나경훈, 이가원, 이동호, 이현지, 정상희, 정재원 introduction

How-to

driving method explained in Korean

빅데이터종합설계 시간에 발표한 시연 영상입니다.

demonstration_video.mp4

Run app

click this link!

6PM_app.py consists of 3 pages

  • Home -> Documentation, Run Program(our main service)
  • Feedback
  • Opinions (optional)

please read the documents(한국어) one the [Home]-[Documentation] task

About exp1_best_model.pth file (image classification model)

Done transfer-learning with ResNet18 by image datasets from scratch

image_datasets

collected images from Flicker which are tagged with below classes, approximately 500 files each

  • classes = {'anxiety', 'depression', 'joy', 'lonely', 'love', 'stress'} => 6 classes of sentiment

Warnings

  1. Because it uses Youtube API V.3, qota exceed error can appear. You can get recommendations after 24h if this happens (googleapiclient.errors.HttpError)
  2. Might encounter other errors. This app is not 100% perfect. Please rerun the app if unhandled exception occurs.
  3. DB is NOT built. Usernames are not saved. (it's a prototype for a mini project)

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