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1. Generating Sequences
With Recurrent Neural
Networks
May 17 , 2021
Hee Dae Kwon

2. Contents
• Introduction
• Prediction Network
• Long Short-term Memory
• Text Prediciton
• Handwriting Prediction
• Handwriting Synthesis

3. Introduction
• RNN
• => Lack of ability to
store old information
• Solution
Long
Short- term Memory

4. Prediction
Network

5. Prediction Network

6. Long short-term Memory Cell

7. Text Prediction
Word-level
Problem => the number of words exceeds 100000
Solution
=> Character-level

8. Text
Prediction

9. Handwriting Prediction
• Dataset : IAM-OnDB

10. Handwriting Prediction

11. Handwriting Prediction

12. Handwriting Prediction
• Experiments

13. Handwriting
Synthesis

14. Handwriting Synthesis

15. • 감사합니다.