{"repo":"thecraftman/Deploy-a-NLP-Similarity-API-using-Docker","free":true,"listed":false,"github":"https://github.com/thecraftman/Deploy-a-NLP-Similarity-API-using-Docker","clone":"git clone https://github.com/thecraftman/Deploy-a-NLP-Similarity-API-using-Docker.git","description":"Build a RESTFUL-API for Similarity Check using Natural Language Processing and generative AI and Docker Compose","language":"Python","stars":193,"topics":["python3","flask","spacy","restful-api","natural-language-processing","docker","docker-compose","pymongo","api-rest","natural-language"],"license":null,"category":"deployment-docker-iac","readme_excerpt":"RESTful API For Similarity Check Using Natural Language Processing and Docker Compose INTRODUCTION - Build a Similarity check API using NLP, run and deploy using Docker & Docker-compose. ----------------- Documents similarity Document similarity (or distance between documents) is a one of the central themes in Information Retrieval. How humans usually define how similar are documents? Usually documents treated as similar if they are semantically close and describe similar concepts. On other hand “similarity” can be used in context of duplicate detection. We will review several common approaches. ----------------------- OBJECTIVE The objective of this API is to handle Similarity of text (PLAGIARISM CHECK) API ARCHITECTURE RESOURCES URL(PATH) METHOD PARAMETERS STATUSCODE ---------- ------- -------- -------------- ---------- Register a user /register POST username, password 200:OK, 301:INVALID USERNAME Detect Similarity of docs /detect POST username, password , text1 & text2 200:OK RETURN SIMILARITY , 301:INVALID USERNAME, 302:INVALID PASSWORD, 303:OUT OF TOKENS Refill /refill POST username, admin pw, refill amount 200:OK, 301:INVALID USERNAME , 304:INVALID ADMIN PW ------------------ REQUIREMENTS - spacy.io is an open-source software library for advanced Natural Language Processing, written in the programming languages Python, it is very easy python processing module. Download the spacy model from here - Flask framework, see how to install and run the flask framework here , for","default_branch":null,"files":null,"tree":[],"storefront":"/r/thecraftman","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/thecraftman/Deploy-a-NLP-Similarity-API-using-Docker/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}