{"id":16841746,"url":"https://github.com/redtachyon/sklearn-modelling","last_synced_at":"2025-03-18T05:23:47.225Z","repository":{"id":130378984,"uuid":"101549820","full_name":"RedTachyon/Sklearn-modelling","owner":"RedTachyon","description":"Predictive modelling of the Adult Data Set (https://archive.ics.uci.edu/ml/datasets/adult)","archived":false,"fork":false,"pushed_at":"2017-08-29T21:47:44.000Z","size":656,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-01-24T12:13:15.746Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Python","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/RedTachyon.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":"2017-08-27T12:08:24.000Z","updated_at":"2017-10-02T22:30:03.000Z","dependencies_parsed_at":"2024-03-13T01:15:21.688Z","dependency_job_id":null,"html_url":"https://github.com/RedTachyon/Sklearn-modelling","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/RedTachyon%2FSklearn-modelling","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/RedTachyon%2FSklearn-modelling/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/RedTachyon%2FSklearn-modelling/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/RedTachyon%2FSklearn-modelling/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/RedTachyon","download_url":"https://codeload.github.com/RedTachyon/Sklearn-modelling/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":244161282,"owners_count":20408293,"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":[],"created_at":"2024-10-13T12:42:54.723Z","updated_at":"2025-03-18T05:23:47.194Z","avatar_url":"https://github.com/RedTachyon.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# yazabi-sklearn-project\n\nThis repo contains two modules detailed in the assignment: data\\_preprocessing.py and train\\_and\\_test.py, and several convenience modules for training and evaluating models.\n\nImportant functions: \n- get\\_all\\_data from train\\_and\\_test.py allows you to extract all data as a feature matrices.\n\n- run\\_search from grid\\_search.py allows you to do grid search on a model.\n                     \n- train\\_and\\_validate from train\\_and\\_test.py allows you to train a model and evaluate its performance on the test set\n                     \neval\\_model.py contains a convenient CLI interface for calling train\\_and\\_validate. Use it like this: ./eval\\_model.py svm -n \n\nCurrently supported models:\n1. Gaussian Naive Bayes (naive-bayes and naive-bayes-g)\n2. Multinomial Naive Bayes (naive-bayes-m) - doesn't support normalized features\n3. Bernoulli Naive Bayes (naive-bayes-b)\n4. Decision Tree (decision-tree)\n5. K Nearest Neighbors (knn)\n6. Linear Support Vector Machine (svm)\n7. Random Forest (rf)\n8. Extra Trees (et)\n9. Logistic Regression (logreg)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fredtachyon%2Fsklearn-modelling","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fredtachyon%2Fsklearn-modelling","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fredtachyon%2Fsklearn-modelling/lists"}