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Short Text Similarity Algorithm Project

Tek Capital company has already set up Chinese automatic Q&A system based on short text similarity algorithm. The company now is looking for NLP expert who can create an efficient English short text similarity algorithm based on the Chinese data set provided by the company (we will provide you with machine translation engine API designed by our company). Each question submitted by users should be given a score from 0 to 1 based on its similarity rate to the original set of questions.

You can use tensorflow or keras K-means to create clusters to enhance accuracy or any other OPEN SOURCE algorithms to achieve excellent result based on the standard evaluation ratings of accuracy, precision, recall and F1-score. For example, Knowledge-based measures quantify semantic relatedness of words using a semantic network. Many measures have shown to work well on the WordNet large lexical database for English. WordNet, which is a large lexical database of English. Nouns, verbs, adjectives and adverbs are grouped into sets of cognitive synonyms (synsets), each expressing a distinct concept. WordNet’s structure makes it a useful tool for computational linguistics and natural language processing. (WordNet is also freely and publicly available for download at [login to view URL])

Work Result Requirements:

(accuracy) = (TP+TN)/(TP+FN+FP+TN) = 95%

(precision) = TP/(TP+FP) = 95%

(recall) = TP/(TP+FN) = 9.5/10

The script should be in python or java and more details will be share via private message.

You must have lots of experience with natural language processing and familiar with popular off-the-shelf word embedding models such as Word2Vec (by Google), GloVe (by Stanford) or fastText (by Facebook) and open source language resources in GitHub pre-trained multilingual language models (LM) and other related NLP online resources downloadable to our server.

Attached is Chinese Data Set, you only need to check the Questions in the file. The Answers can be ignored because we are looking to compare new questions submitted by users to the old questions in the Data Set and get the score from 0 to 1 for the new questions with high accuracy, precision and recall rate.

Reference Article for this project: [login to view URL]@adriensieg/text-similarities-da019229c894

Навыки: Python, Java, Архитектура ПО, Алгоритмы, Программирование на С

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О работодателе:
( 2 отзыв(-а, -ов) ) Flushing, United States

ID проекта: #24174367

Поручен:

jian30

Hi. Sorry, I can't check your Q&A. Because the file was broken. Anyway, after checking your requirements, I found that your requirement is fit with my skills. All options are very familiar to me. I can give you a perfe Больше

$400 USD за 5 дней(-я)
(6 отзывов(-а))
4.0

12 фрилансеров(-а) готовы выполнить эту работу в среднем за $583

Softeria

I have done MS Software Engineering. I have 5 years’ experience in DATA ENGINEERING, ML and Artificial Intelligence. I have 6 research publication in Machine Learning. I know all data mining techniques, Deep learning, Больше

$1000 USD за 10 дней(-я)
(202 отзывов(-а))
7.2
suyashdhoot

Hi I am a very experienced statistician, data scientist and academic writer. I have completed several PhD level thesis projects involving advanced statistical analysis of data. I have worked with data from several comp Больше

$750 USD за 7 дней(-я)
(29 отзывов(-а))
5.7
freelancermaddi9

Hello,I am Mashud,expert in deep learning and python. I have read the project description fully. I can complete your task within 7 days perfectly. I can assure you that you will get your job done exceptionally well as Больше

$500 USD за 7 дней(-я)
(15 отзывов(-а))
4.4
milenarizhova

Hi, NLP expert here! I have much experience with TensorFlow and NLP using Python. I have also much knowledge about AI and Chinese. I think I am a suitable person for your project. Please contact me via chat. Regards Mi Больше

$250 USD за 3 дней(-я)
(9 отзывов(-а))
4.3
intelliresponse

Dear Sir. My 10+ years of R&D experience should be of interest to an ideal project like yours. In various capacities in speech/image processing, leading to my present assignment as project manager. I have acquired skil Больше

$500 USD за 7 дней(-я)
(2 отзывов(-а))
3.4
codingexpert009

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(0 отзывов(-а))
0.0
emii91951

My name is Ming, Full Stack Front-end and Back-end Developer with more than 5 years of market experience. I am interested in this project as it is exactly within the scope of my skill and I have enough experience to de Больше

$500 USD за 7 дней(-я)
(0 отзывов(-а))
0.0
nikhilgarg96

Hi, Nice to meet you. I am a Python/NLP developer. I analyse your job requirements and can surely assist you to create an efficient English short text similarity algorithm based on the Chinese data set provided by th Больше

$750 USD за 7 дней(-я)
(0 отзывов(-а))
0.0
asoni4

Hello There, I am interested in helping you in gaining those skills, can easily setup the env using a shell script which will install everything to get you started! Plus i have successfully kaggled for more than 3 yea Больше

$500 USD за 7 дней(-я)
(0 отзывов(-а))
0.0
DjSalman

I have gone through the above-mentioned details. I have got plenty of experience in c programming, java, python, algorithm, software architecture kinds of works and I can assure you that I can reach your satisfaction l Больше

$567 USD за 7 дней(-я)
(0 отзывов(-а))
0.0
$777 USD за 10 дней(-я)
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0.0