[딥러닝 필기] week9. Sequence Modeling

Sequential Data Modeling

Three Types of Problems

1. Next Step Prediction
   • ex) ABCDE -> F
2. Classification
   • ex) ABCDE -> True/False
3. Sequence Generation
   • Machine Translation (기계 번역)
   • Speech Recognition (음성 인식)
   • Image Caption Generation (이미지에 캡션 생성

 

Types of Processes

1. one to many
   • Image Captioning (이미지 -> 문자열)
2. many to one
   • 감정 분석 (문자열 -> 감정)
3. many to many
   • 기계 번역 (문자열 -> 문자열)
4. synched many to many (동일 길이의 many to many)
   
   • 주가 예측
   • 다음 단어 예측