This neural machine translator is based on Transformer with Google STT and TTS
python3 interpret_en-zh.py
The language dataset is provided by Tab-delimited Bilingual Sentence Pairs from Anki. This dataset contains language translation pairs in the format:
It is impossible to master English in a short time. 不可能短時間內學會英語。
The English-Chinese dataset is used. After downloading the dataset, here are the steps to prepare the data:
- Add a start and end token to each sentence.
- Clean the sentences by removing special characters.
- Create a word index and reverse word index (dictionaries mapping from word → id and id → word).
- Pad each sentence to a maximum length.
- English sentence: It is impossible to master English in a short time.
- Chinese sentence: 不可能短時間內學會英語。
- English sentence: Fluency in English is a very marketable skill today.
- Chinese sentence: 流利的英語在今天是一種十分搶手的技能。
- English sentence: What's your favorite place to vacation in Japan?
- Chinese sentence: 你最喜歡去日本的什麼地方度假？
- English sentence: Can you tell me how to get to the train station?
- Chinese sentence: 你可以告訴我要怎麼去火車站嗎?
- English sentence: If it is fine tomorrow, we'll go on a picnic.
- Chinese sentence: 如果明天天氣好，我們就去野餐。
- English sentence: If it rains tomorrow, I'll just stay at home.
- Chinese sentence: 如果明天下雨，我就待在家。
- English sentence: Real friendship is more valuable than money.
- Chinese sentence: 真正的友誼比金錢更有價值。
- English sentence: It is more blessed to give than to receive.
- Chinese sentence: 贈與比接受更讓人覺得幸福。
- English sentence: It says in the Bible, 'Man shall not live on bread alone.'
- Chinese sentence: 聖經裡有一句話，叫做“人不能只靠麵包生活”。
- English sentence: Every time I read the Bible, I am deeply moved.
- Chinese sentence: 每次我讀聖經都會被深地感動。