Optimization of Unsupervised Neural Machine Translation using Python

Published: 15 May 2024
on channel: PhDDirection

Title:- Unsupervised Byte Pair Encoding for Low-Resource Language Neural Machine Translation
-------------------------------------------------------------------------------------------------
Implementation Plan:
------------------------------

Step 1: Initially, we collect and load the Dataset.

Step 2: Then, we preprocess the data using Byte-Pair Encoding.

Step 3: Next, we implement the Neural Machine Translation model.

Step 4: Then, we train and test the model with the collected dataset.

Step 5: Finally, we plot graph for the following metrics:

5.1: Accuracy (%) vs Number of Epochs

5.2: Precision (%) vs Number of Epochs

5.3: F1-Score (%) vs Number of Epochs

5.4: Recall (%) vs Number of Epochs

5.5: Bleu Score vs Number of Epochs

5.6: SacreBlue Score vs Number of Epochs

Software Requirement:
--------------------------------
1. Development Tool: Python – 3.11.4
2. Operating System: Windows 10 (64-bit)

Dataset:
------------
https://objectstore.e2enetworks.net/a...

Note:
---------

1) If the above plan does not satisfy your requirement, please provide the processing details, like the above step-by-step.

2) Please note that this implementation plan does not include any further steps after it is put into implementation.

3) If the above plan satisfies your requirement please confirm with us.

4) We develop simulation based projects only, not in real time.
//////////////////////////////////////////////////////////////////////////////////////////////////////////////

#NeuralMachineTranslation
#UnsupervisedTranslation
#PythonProgramming
#MachineLearning
#AI
#NLP
#DataScience
#DeepLearning
#OptimizationTechniques
#languageprocessing
------------------------------------------------------------------------------------------------------------------
We offer a Complete research solution for PHD & MS scholars for their research work.
The aforementioned video elucidates our provision of research assistance to esteemed research scholars.
visit us at : https://www.phddirection.com/
mail us at : phddirection@gmail.com
call us at : +91 94448 29042

On this page of the site you can watch the video online Optimization of Unsupervised Neural Machine Translation using Python with a duration of hours minute second in good quality, which was uploaded by the user PhDDirection 15 May 2024, share the link with friends and acquaintances, this video has already been watched 16 times on youtube and it was liked by 0 viewers. Enjoy your viewing!

2,725