{"id":18079200,"url":"https://github.com/pierremtb/paragraph-vector-baselines","last_synced_at":"2025-04-05T21:14:22.771Z","repository":{"id":72200882,"uuid":"186806214","full_name":"pierremtb/paragraph-vector-baselines","owner":"pierremtb","description":"Course project at McGill University. Reproducing baselines of a state-of-the-art paper in Natural Language Processing.","archived":false,"fork":false,"pushed_at":"2019-05-15T10:53:11.000Z","size":11391,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-02-11T23:56:29.253Z","etag":null,"topics":["data-science","mcgill-university","natural-language-processing","python3"],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/pierremtb.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE.md","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}},"created_at":"2019-05-15T10:43:02.000Z","updated_at":"2019-05-15T10:53:13.000Z","dependencies_parsed_at":"2023-05-31T08:00:34.054Z","dependency_job_id":null,"html_url":"https://github.com/pierremtb/paragraph-vector-baselines","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pierremtb%2Fparagraph-vector-baselines","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pierremtb%2Fparagraph-vector-baselines/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pierremtb%2Fparagraph-vector-baselines/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/pierremtb%2Fparagraph-vector-baselines/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/pierremtb","download_url":"https://codeload.github.com/pierremtb/paragraph-vector-baselines/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247399887,"owners_count":20932880,"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","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":["data-science","mcgill-university","natural-language-processing","python3"],"created_at":"2024-10-31T12:24:08.356Z","updated_at":"2025-04-05T21:14:22.746Z","avatar_url":"https://github.com/pierremtb.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# COMP 551 Mini Project 4\n2019-04-17\nSegev, Michael\nJacquier, Pierre\nHan, Zhenze\n\nModels and experiments are split in seperate python scripts that \nall use common classes to load files and save models to file.\n\n1. NaiveBayesBench.py\n\tRun this file to test different feature extraction pipelines \n\twith a NB classifier on Stanford Sentiment Treebank.\n\n2. SVMBench.py\n\tRun this file to train and test/validate Support Vector Machine \n\tmodel on Stanford Sentiment Treebank.\n\n3. RNNBench.py\n\tRun this file to train and test/validate Recursive Neural \n\tNetwork model on Stanford Sentiment Treebank.\n\n4. DecisionTreesBench.py\n\tRun this file to train and test/validate extremely random trees \n\tmodel on Stanford Sentiment Treebank.\n\n5. metaClassifier.py\n\tRun this file to train and test/validate stacking ensemble \n\tmeta-classifier on on Stanford Sentiment Treebank using \n\tpre-trained models saved as pickle files.\n\t\n## Original Paper\n```\n@inproceedings{le2014distributed,\n\ttitle={Distributed representations of sentences and documents},\n\tauthor={Le, Quoc and Mikolov, Tomas},\n\tbooktitle={International conference on machine learning},\n\tpages={1188--1196},\n\tyear={2014}\n}\n```\n\n## Library Dependecies:\n\tre\n\tnumpy\n\tscikit-learn\n\tkeras\n\ttensorflow-gpu\n\n## Copyright\n[MIT license](LICENSE.md)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpierremtb%2Fparagraph-vector-baselines","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpierremtb%2Fparagraph-vector-baselines","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpierremtb%2Fparagraph-vector-baselines/lists"}