* fix typo in ndarray.md

* change translation in linear-algebra.md

updated for typos and E2C translation

* fix 4.4.1.2. Model Complexity translation issues

* fix typo in chapter_multilayer-perceptrons/environment.md

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* 添加ubuntu系统确实nvcc程序时的安装命令

* 添加ubuntu系统缺失nvcc程序时的安装命令

* fix 4.4.1.2. Model Complexity translation issues

* fix typo in chapter_multilayer-perceptrons/environment.md

* fix typo and translation issues in kaggle-house-price.md

* fix typo in model-construction.md

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* Update index.md

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fix typo in ndarray.md

update translations in softmax-regression.md

* Correct some translation errors.
Easy to read and understand.
Complete some equation description.

* fix error in nadaraya-waston.md

* fix translation errors in attention-scoring-functions.md

* nadaraya-waston.md
fix errors
add chinese punctuation
translate the code comment

* attention-scoring-functions.md
fix errors
add chinese punctuation
translate the code comment

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Pandas Typo

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* 修改和一点疑问。

我发现了一些基本的排版格式，例如数字和英文，在中文中间的需要两边加上空格。**之间的是斜体。
那么**直接的空格应该怎么处理？需要在*两边都加上空格吗？
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* fix errors in 8.3. Language Models and the Dataset

* fix errors in 8.3.1. Learning a Language Model

* fix errors in 8.3.2. Markov Models and n-grams

* fix errors in 8.3.3. Natural Language Statistics

* fix errors in 8.3.4. Reading Long Sequence Data
the end of 8.3.

* fix errors and add terminology
for 8.3. Language Models and the Dataset

* fix errors in 9.7.0.

* fix errors 9.7.1. Encoder

* fix errors 9.7.2. Decoder

* fix errors in 9.7.3. Loss Function

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* fix errors 9.7.5. Prediction

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fix errors 9.7.7. Summary
fix errors 9.7.8. Exercises

* fix invalid character in code

* change RNN to 循环神经网络

* replace GRU by 门控循环单元
replace LSTM by 长短期记忆网络

* fix errors 9.6. Encoder-Decoder Architecture
fix errors 9.6.1. Encoder

* fix errors 9.6.2. Decoder

* fix errors 9.6.3. Putting the Encoder and Decoder Together

* the end of fix errors 9.6

* fix errors in 9.5. Machine Translation and the Dataset

* fix errors in 9.5.1. Downloading and Preprocessing the Dataset

* fix errors in 9.5.2. Tokenization
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* fix errors in 9.5.4. Loading the Dataset

* the end of fix errors 9.5

* fix errors in 9.8. Beam Search

* fix errors in 9.8.1. Greedy Search

* fix errors in 9.8.2. Exhaustive Search

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* fix errors in 8.1. Sequence Models

* fix errors in 8.1.1. Statistical Tools

* fix errors in 8.1.1.1. Augoregressive Models

* fix errors in 8.1.1.2. Markov Models

* fix errors in 8.1.1.3. Causality

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* chapter_recurrent-modern/index

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fix one word '这'

* 修改和一点疑问。

我发现了一些基本的排版格式，例如数字和英文，在中文中间的需要两边加上空格。**之间的是斜体。
那么**直接的空格应该怎么处理？需要在*两边都加上空格吗？
**和**之间是加黑对吗？

* Update index.md

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