이태현

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1 +Video vector list를 이용한 내용 기반 유튜브 영상 추천 시스템 개선안
2 +Research field
3 +Video Understanding
4 +Word Vectorization
5 +Tech Stack
6 +Tensorflow
7 +Gensim
8 +Django
9 +Vue.js
10 +Members
11 +profit_hunter
12 +팀명 Profit Hunter
13 +윤영빈(컴퓨터공학과, 2015104192)
14 +이태현(컴퓨터공학과, 2015104208)
15 +Links
16 +Youtube-8M Challenge
17 +Mediapipe
18 +How to run.
19 +필요한 라이브러리 설치
20 +python 3.5 ~ 3.7, node.js 12.16
21 +google mediapipe 설치 https://google.github.io/mediapipe/getting_started/install
22 +YouTube-8M feature extraction graph 설치 https://github.com/google/mediapipe/tree/master/mediapipe/examples/desktop/youtube8m (요구 사양 RAM 32GB 이상)
23 +2015104192/web/backend에서 requirements.txt 설치 (venv 사용 권장) -> pip install -r requirements.txt
24 +2015104192/web/frontend에서 package.json 설치 -> npm install
25 +모델 학습
26 +Train
27 +python train.py --frame_features --model=FrameLevelLogisticModel --feature_names='rgb,audio' --feature_sizes='1024,128' --train_data_pattern=/Train_데이터셋저장경로/train*.tfrecord --train_dir 2015104192/web/backend/yt8m/esot3ria/model --startnew_model --segment_labels
28 +Evaluation
29 +python eval.py --eval_data_pattern=/Eval_데이터셋저장경로/val*.tfrecord --train_dir 2015104192/web/backend/yt8m/esot3ria/model --runonce --segment_labels
30 +웹서버 가동
31 +1~6의 절차가 반드시 완료되어 있어야 합니다.
32 +2015104192/web/backend 디렉토리에서
33 +. env/bin/activate (가상환경 사용 시)
34 +python manage.py makemigrations
35 +python manage.py migrate
36 +python manage.py runserver
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