{"id":28456756,"url":"https://github.com/balaka-18/ensembles-1-","last_synced_at":"2025-06-30T00:31:40.227Z","repository":{"id":296130279,"uuid":"281384147","full_name":"BALaka-18/Ensembles-1-","owner":"BALaka-18","description":"Notebooks on ensemble techniques.","archived":false,"fork":false,"pushed_at":"2020-11-19T21:36:57.000Z","size":52,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"master","last_synced_at":"2025-06-06T23:08:44.547Z","etag":null,"topics":["bagging-ensemble","classification","random-forest","random-forest-classifier"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/BALaka-18.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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":"2020-07-21T11:53:47.000Z","updated_at":"2020-11-19T21:36:59.000Z","dependencies_parsed_at":"2025-05-29T05:11:51.367Z","dependency_job_id":null,"html_url":"https://github.com/BALaka-18/Ensembles-1-","commit_stats":null,"previous_names":["balaka-18/ensembles-1-"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/BALaka-18/Ensembles-1-","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BALaka-18%2FEnsembles-1-","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BALaka-18%2FEnsembles-1-/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BALaka-18%2FEnsembles-1-/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BALaka-18%2FEnsembles-1-/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/BALaka-18","download_url":"https://codeload.github.com/BALaka-18/Ensembles-1-/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BALaka-18%2FEnsembles-1-/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":262689479,"owners_count":23349133,"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":["bagging-ensemble","classification","random-forest","random-forest-classifier"],"created_at":"2025-06-06T23:08:46.205Z","updated_at":"2025-06-30T00:31:40.213Z","avatar_url":"https://github.com/BALaka-18.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Ensemble Techniques\nNotebooks on different ensemble techniques and the algorithm behind them, both Bagging and Boosting.\n\nBAGGING (Bootstrap AGGregation)\n\nNotebook 1 : RandomForestClassifier() class from scratch.\n___________________________________________________________________________________________________________________________________________________________________________________\n\nBOOSTING\n\n*Algorithm 1 : AdaBoost (Adaptive boosting)*\n\nNotebook 1 : AdaboostClassifier() class from scratch. Shows valid working example on a chosen query point.\n\nNotebook 2 : Comparison between the performance of scikit-learn's AdaboostClassifier() and the Adaboost classifier created from scratch(in [Notebook 1](https://github.com/BALaka-18/Ensembles-1-/blob/master/Adaboost_from_Scratch.ipynb)), by plotting their decision boundaries on the [play_tennis.csv](https://www.kaggle.com/fredericobreno/play-tennis) dataset.\n\nScreenshot :\n\n![Screenshot (247)](https://user-images.githubusercontent.com/49288068/88477990-433c6e80-cf62-11ea-8e2c-c759fb987f7e.png)\n___________________________________________________________________________________________________________________________________________________________________________________\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbalaka-18%2Fensembles-1-","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbalaka-18%2Fensembles-1-","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbalaka-18%2Fensembles-1-/lists"}