{"id":28669743,"url":"https://github.com/adeboyeml/project_plagiarism_detection","last_synced_at":"2025-07-29T11:10:13.459Z","repository":{"id":294506478,"uuid":"224048012","full_name":"AdeboyeML/Project_Plagiarism_Detection","owner":"AdeboyeML","description":"The aim of this project is to create / build a plagiarism detector that can distinguish between a plagiarized and non-plagiarized text.","archived":false,"fork":false,"pushed_at":"2019-11-25T22:33:36.000Z","size":426,"stargazers_count":0,"open_issues_count":0,"forks_count":1,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-06-13T17:43:50.049Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/AdeboyeML.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2019-11-25T21:49:16.000Z","updated_at":"2019-11-25T22:33:38.000Z","dependencies_parsed_at":"2025-05-20T19:22:02.876Z","dependency_job_id":null,"html_url":"https://github.com/AdeboyeML/Project_Plagiarism_Detection","commit_stats":null,"previous_names":["adeboyeml/project_plagiarism_detection"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/AdeboyeML/Project_Plagiarism_Detection","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AdeboyeML%2FProject_Plagiarism_Detection","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AdeboyeML%2FProject_Plagiarism_Detection/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AdeboyeML%2FProject_Plagiarism_Detection/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AdeboyeML%2FProject_Plagiarism_Detection/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/AdeboyeML","download_url":"https://codeload.github.com/AdeboyeML/Project_Plagiarism_Detection/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/AdeboyeML%2FProject_Plagiarism_Detection/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":267677372,"owners_count":24126313,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-07-29T02:00:12.549Z","response_time":2574,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2025-06-13T17:30:23.084Z","updated_at":"2025-07-29T11:10:13.413Z","avatar_url":"https://github.com/AdeboyeML.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Plagiarism Project, Machine Learning Deployment\n\nThis repository contains code and associated files for deploying a plagiarism detector using AWS SageMaker.\n\n## Project Overview\n\nIn this project, you will be tasked with building a plagiarism detector that examines a text file and performs binary classification; labeling that file as either *plagiarized* or *not*, depending on how similar that text file is to a provided source text. Detecting plagiarism is an active area of research; the task is non-trivial and the differences between paraphrased answers and original work are often not so obvious.\n\n## Libraries and Frameworks\n\nThe libraries and machine learning frameworks utilized for this projects includes: **Pandas, Numpy, Pytorch, and Amazon SageMaker.**\n\nThis project will be broken down into three main notebooks:\n\n**Notebook 1: Data Exploration**\n* Load in the corpus of plagiarism text data.\n* Explore the existing data features and the data distribution.\n* This first notebook is **not** required in your final project submission.\n\n**Notebook 2: Feature Engineering**\n\n* Clean and pre-process the text data.\n* Define features for comparing the similarity of an answer text and a source text, and extract similarity features.\n* Select \"good\" features, by analyzing the correlations between different features.\n* Create train/test `.csv` files that hold the relevant features and class labels for train/test data points.\n\n**Notebook 3: Train and Deploy Your Model in SageMaker**\n\n* Upload your train/test feature data to S3.\n* Define a binary classification model and a training script.\n* Train your model and deploy it using SageMaker.\n* Evaluate your deployed classifier.\n\n---\n\nPlease see the [README](https://github.com/udacity/ML_SageMaker_Studies/tree/master/README.md) in the root directory for instructions on setting up a SageMaker notebook and downloading the project files (as well as the other notebooks).\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fadeboyeml%2Fproject_plagiarism_detection","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fadeboyeml%2Fproject_plagiarism_detection","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fadeboyeml%2Fproject_plagiarism_detection/lists"}