{"id":22003522,"url":"https://github.com/bluecube246/nlp-assignment-aml-4","last_synced_at":"2025-03-23T06:16:37.896Z","repository":{"id":167507782,"uuid":"215650523","full_name":"bluecube246/NLP-Assignment-AML-4","owner":"bluecube246","description":"Predicting quality of wine using review text and other information. ","archived":false,"fork":false,"pushed_at":"2021-02-28T00:23:42.000Z","size":57,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-01-28T12:44:26.656Z","etag":null,"topics":["classification","machine-learning","nlp"],"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/bluecube246.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}},"created_at":"2019-10-16T21:48:46.000Z","updated_at":"2021-02-28T01:52:48.000Z","dependencies_parsed_at":"2023-05-22T17:45:06.755Z","dependency_job_id":null,"html_url":"https://github.com/bluecube246/NLP-Assignment-AML-4","commit_stats":null,"previous_names":["bluecube246/nlp-assignment-aml-4"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bluecube246%2FNLP-Assignment-AML-4","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bluecube246%2FNLP-Assignment-AML-4/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bluecube246%2FNLP-Assignment-AML-4/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bluecube246%2FNLP-Assignment-AML-4/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/bluecube246","download_url":"https://codeload.github.com/bluecube246/NLP-Assignment-AML-4/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245061375,"owners_count":20554563,"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":["classification","machine-learning","nlp"],"created_at":"2024-11-30T00:09:56.478Z","updated_at":"2025-03-23T06:16:37.876Z","avatar_url":"https://github.com/bluecube246.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# NLP Assignment AML-4\n\n## The objective of this assignment is to predict wine quality from review text and other qualities of wine. \n## Data source: https://www.kaggle.com/zynicide/wine-reviews\n\n### Task 1:\n#### 1.1 Create a baseline model for predicting wine quality using only non-text features.\n#### 1.2 Create a simple text-based model using a bag-of-words approach and a linear model.\n#### 1.3 Try using n-grams, characters, tf-idf rescaling and possibly other ways to tune the BoW model. Be aware that you might need to adjust the (regularization of the) linear model for different feature sets.\n#### 1.4 Combine the non-text features and the text features. How does adding those features improve upon just using bag-of-words?\n\n### Task 2:\n#### Use a pretrained word-embedding (word2vec, glove or fasttext) for featurization instead of the bag-of-words model. Does this improve classification? How about combining the embedded words with the BoW model?\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbluecube246%2Fnlp-assignment-aml-4","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbluecube246%2Fnlp-assignment-aml-4","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbluecube246%2Fnlp-assignment-aml-4/lists"}