{"id":20082372,"url":"https://github.com/hariprasath-v/machinehack-odetocode_predicting_weather_using_alien_fruit_properties","last_synced_at":"2026-04-11T00:56:47.833Z","repository":{"id":108845887,"uuid":"452146298","full_name":"hariprasath-v/Machinehack-odetocode_predicting_weather_using_alien_fruit_properties","owner":"hariprasath-v","description":"Identify the type of climate the exoplanet has based on the properties of the fruit by using machine learning.","archived":false,"fork":false,"pushed_at":"2022-02-16T16:35:36.000Z","size":2273,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-01-13T01:45:01.919Z","etag":null,"topics":["catboost","machine-learning","matplotlib","numpy","pandas","seaborn","shap","sklearn"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/hariprasath-v.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}},"created_at":"2022-01-26T05:00:45.000Z","updated_at":"2022-02-17T03:23:14.000Z","dependencies_parsed_at":"2023-03-23T16:49:04.098Z","dependency_job_id":null,"html_url":"https://github.com/hariprasath-v/Machinehack-odetocode_predicting_weather_using_alien_fruit_properties","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/hariprasath-v%2FMachinehack-odetocode_predicting_weather_using_alien_fruit_properties","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hariprasath-v%2FMachinehack-odetocode_predicting_weather_using_alien_fruit_properties/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hariprasath-v%2FMachinehack-odetocode_predicting_weather_using_alien_fruit_properties/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hariprasath-v%2FMachinehack-odetocode_predicting_weather_using_alien_fruit_properties/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/hariprasath-v","download_url":"https://codeload.github.com/hariprasath-v/Machinehack-odetocode_predicting_weather_using_alien_fruit_properties/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":241515954,"owners_count":19975140,"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":["catboost","machine-learning","matplotlib","numpy","pandas","seaborn","shap","sklearn"],"created_at":"2024-11-13T15:43:09.041Z","updated_at":"2025-12-31T01:04:39.361Z","avatar_url":"https://github.com/hariprasath-v.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Machinehack-odetocode_predicting_weather_using_alien_fruit_properties\n\n\n### Competition hosted on \u003ca href=\"https://machinehack.com/hackathon/odetocode_predicting_weather_using_alien_fruit_properties/overview\"\u003e MACHINEHACK \u003c/a\u003e\n\n# About\n\n### Identify the type of climate the exoplanet has based on the properties of the fruit.\n\n\n### Competition Public LB Rank:109   \u0026  Private LB Rank:19\n\n### Final Score  0.5245\n\n### Evaluation Metric is Accuracy.\n\n### File information\n\n * odetocode_predicting_weather_using_alien_fruit_properties_EDA.ipynb\n    ### Packages Used,\n        * Sklearn\n        * seaborn\n        * Pandas\n        * klib\n        * Numpy\n        * Matplotlib\n    ### Basic Exploratory Data Analysis\n    \n* odetocode_predicting_weather_using_alien_fruit_properties_Model.ipynb\n    ### Packages Used,\n        * Sklearn\n        * Pandas\n        * Numpy\n        * Matplotlib\n        * catboost\n        * shap\n        * optuna\n     ### Data Pre-processing         \n     ### Created Catboost classifier model and tune the hyperparameters with the optuna framework.\n     ### Model interpretation with shap  \n\n     \n\n\n### Feature Importance Catboost  \n\n![Alt text](https://github.com/hariprasath-v/Machinehack-odetocode_predicting_weather_using_alien_fruit_properties/blob/main/Feature%20Importance_catboost_model.png)\n\n\n### Hyperparameter Importance\n\n![Alt text](https://github.com/hariprasath-v/Machinehack-odetocode_predicting_weather_using_alien_fruit_properties/blob/main/Hyperparameter%20Importance%20catboost_model.png)\n\n\n\n\n\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhariprasath-v%2Fmachinehack-odetocode_predicting_weather_using_alien_fruit_properties","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fhariprasath-v%2Fmachinehack-odetocode_predicting_weather_using_alien_fruit_properties","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhariprasath-v%2Fmachinehack-odetocode_predicting_weather_using_alien_fruit_properties/lists"}