This repo contains the source code in my personal column (https://zhuanlan.zhihu.com/zhaoyeyu), implemented using Python 3.6. Including Natural Language Processing and Computer Vision projects, such as text generation, machine translation, deep convolution GAN and other actual combat code. ...
2014: Neural Machine Translation(NMT) A way to do MT in a single NN. The NN structure is called Seq2Seq and it involves 2 RNNs to handle these 2 different sentences. 1 RNN for encoding, and 1 for decoding, shown as the following diagram. We need 2 group of word embeddings for each...
Open Source Neural Machine Translation and (Large) Language Models in PyTorch deep-learningmachine-translationpytorchneural-machine-translationlanguage-modelllms UpdatedJun 27, 2024 Python bentrevett/pytorch-seq2seq Star5.3k Code Issues Pull requests ...
with codecs.open(RAW_DATA, "r", "utf-8") as f: # RAW_DATA 是 ptb.train.txt for line in f: for word in line.strip().split(): counter[word] += 1 1. 2. 3. 4. 5. 6. 7. 8. 输出:按词频排列的词典 collections.Counter()是Python的计数器,快速的统计一个字典里面每个元素出现的...
对于测试集验证集都需要做bpe,但是不需要从这里面learn code,直接用在训练集上learn的code做apply就好。 第一步:运行prepare.py 在运行之前需要把上面生成的bpe语料放置在同一个文件夹下,使用export 指令制定MTPATH的值 如下 export MTPATH="你存放语料库和模型的地方" main=${MTPATH}/wmt14_gl python3 prepare...
Since high-throughput protein sequencing is done almost exclusively by translation of DNA sequences, the original coding sequences are publicly available and can be used for training, although they have not been subject to the same standards of processing and annotation as protein sequence databases ...
Through advanced mechanistic modeling and the generation of large high-quality datasets, machine learning is becoming an integral part of understanding and engineering living systems. Here we show that mechanistic and machine learning models can be combi
Many languages have structural similarities as well. For example, the first word in an English sentence will likely have a strong influence on the first word chosen in the German translation. These similarities can be used to improve the quality of translations. During the training phase, the en...
介绍:机器学习开源软件,收录了各种机器学习的各种编程语言学术与商业的开源软件.与此类似的还有很多例如:DMOZ - Computers: Artificial Intelligence: Machine Learning: Software, LIBSVM -- A Library for Support Vector Machines, Weka 3: Data Mining Software in Java, scikit-learn:Machine Learning in Python,...
Fast multi-GPU training and GPU/CPU translation State-of-the-art NMT architectures: deep RNN and transformer Permissive open source license (MIT) more detail... If you use this, please cite: Marcin Junczys-Dowmunt, Roman Grundkiewicz, Tomasz Dwojak, Hieu Hoang, Kenneth Heafield, Tom Necker...