{"id":23093050,"url":"https://github.com/crispengari/ml-2023","last_synced_at":"2026-05-08T13:36:45.470Z","repository":{"id":205742578,"uuid":"714967599","full_name":"CrispenGari/ml-2023","owner":"CrispenGari","description":"💹📉📊📈This repository contains some machine leaning task that I did from the year 2023.","archived":false,"fork":false,"pushed_at":"2025-10-17T12:50:44.000Z","size":22438,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-10-18T14:33:32.032Z","etag":null,"topics":["classification","clustering-algorithm","decision-tree-classifier","kmeans-clustering","knn-classifier","python","random-forest-classifier","sklearn","supervised-machine-learning","svm-classifier","unsupervised-machine-learning"],"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/CrispenGari.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,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2023-11-06T08:08:14.000Z","updated_at":"2025-10-17T12:50:48.000Z","dependencies_parsed_at":"2024-10-26T10:49:31.228Z","dependency_job_id":"f793bfed-8282-453e-ac9b-41b7ec7c1bf0","html_url":"https://github.com/CrispenGari/ml-2023","commit_stats":null,"previous_names":["crispengari/ml-2023"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/CrispenGari/ml-2023","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CrispenGari%2Fml-2023","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CrispenGari%2Fml-2023/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CrispenGari%2Fml-2023/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CrispenGari%2Fml-2023/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/CrispenGari","download_url":"https://codeload.github.com/CrispenGari/ml-2023/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CrispenGari%2Fml-2023/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":32782854,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-08T08:22:46.396Z","status":"ssl_error","status_checked_at":"2026-05-08T08:22:45.650Z","response_time":54,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"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","clustering-algorithm","decision-tree-classifier","kmeans-clustering","knn-classifier","python","random-forest-classifier","sklearn","supervised-machine-learning","svm-classifier","unsupervised-machine-learning"],"created_at":"2024-12-16T21:46:22.482Z","updated_at":"2026-05-08T13:36:45.448Z","avatar_url":"https://github.com/CrispenGari.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"### ml-2023\n\n💹📉📊📈This repository contains some machine leaning task that I did in the year of `2023`.\n\n1. [`00_LOADSHEDDING_IMPACT`](/00_LOADSHEDDING_IMPACT/README.md) - a predictive machine learning task using supervised and unsupervised clustering in predicting the effects of loadshedding to university students in south africa.\n2. [`01_NSFAS_RS`](/01_NSFAS_RS/README.md)- a binary classification model using unsupervised machine leaning algorithm for label clustering and machine learning classification algorithm to classify the eligibility of a student to qualify for funding.\n3. [`02_CUSTOMER_SEGMENTATION`](/02_CUSTOMER_SEGMENTATION/00_CUSTOMER_SEGMENTATION.ipynb)- Customer segmentation using unsupervised machine learning clustering.\n4. [`03_IMAGE_ROI_CLUSTERING`](/03_IMAGE_ROI_CLUSTERING/IMAGE_ROI.ipynb)- Clustering of images by extracting ` Region of Interest`` from images.\nThis repository is using the  `MIT` License which reads as follows:\n\n```shell\nMIT License\n\nCopyright (c) 2023 crispengari\n\nPermission is hereby granted, free of charge, to any person obtaining a copy\nof this software and associated documentation files (the \"Software\"), to deal\nin the Software without restriction, including without limitation the rights\nto use, copy, modify, merge, publish, distribute, sublicense, and/or sell\ncopies of the Software, and to permit persons to whom the Software is\nfurnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\nLIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\nOUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\nSOFTWARE.\n\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcrispengari%2Fml-2023","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcrispengari%2Fml-2023","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcrispengari%2Fml-2023/lists"}