{"id":24483091,"url":"https://github.com/swat1563/machine-learning-tutorial","last_synced_at":"2025-07-02T22:35:25.967Z","repository":{"id":148884555,"uuid":"476880860","full_name":"SwAt1563/Machine-Learning-Tutorial","owner":"SwAt1563","description":"You can watch the tutorial on ","archived":false,"fork":false,"pushed_at":"2023-01-25T16:40:01.000Z","size":3998,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-01-21T12:34:08.520Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"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/SwAt1563.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":"2022-04-01T22:06:14.000Z","updated_at":"2022-11-07T13:14:37.000Z","dependencies_parsed_at":"2023-07-16T15:01:22.921Z","dependency_job_id":null,"html_url":"https://github.com/SwAt1563/Machine-Learning-Tutorial","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/SwAt1563%2FMachine-Learning-Tutorial","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SwAt1563%2FMachine-Learning-Tutorial/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SwAt1563%2FMachine-Learning-Tutorial/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SwAt1563%2FMachine-Learning-Tutorial/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/SwAt1563","download_url":"https://codeload.github.com/SwAt1563/Machine-Learning-Tutorial/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":243639397,"owners_count":20323505,"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":"2025-01-21T12:28:35.273Z","updated_at":"2025-03-14T19:44:36.800Z","avatar_url":"https://github.com/SwAt1563.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Machine-Learning-Tutorial\n\nYou can watch the tutorial on [SwAt1563](https://www.youtube.com/watch?v=Y-aaf1xxakY\u0026list=PLYgImg3VllLrt9JjYw52kWXRyBLlYqBjc) channel\n\n\n\n## PART 1 NLTK\n1) stopwrods\n2) clean text - punctuation\n3) swear words\n4) roots \n\n## PART 2 panda\n1) panda - info - percentage\n2) split data\n3) show information gain\n4) plot information gain\n\n## PART 3 bias feature\n1) bias feature\n\n## PART 4 CountVectorizer\n1) naive bias MultionmialNB - CountVectorizer\n\n\n## PART 5 WITH JUST TEXT FEATURES\n1) preprocessing \n2) decision tree\n3) network MLP\n4) naive bias Gaussian\n5) show information gain\n6) accuracy scores - confusion matrix\n\n## PART 6 WITH JUST FILE FEATURES\n1) decision tree\n2) network MLP\n3) naive bias Gaussian\n4) show information gain\n5) accuracy scores - confusion matrix\n\n## Cows Detection Models\n1) Load Images\n2) Features Vector Extraction \n3) Convert Images to Patches \n4) Convert Patches to Images \n5) get Results \n6) Confusion matrix\n7) Cross Validation\n8) KNN Model\n9) Decision Tree Model\n10) Logistic Regression Model\n11) Random Forest Model\n12) Gradient Boosting Model\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fswat1563%2Fmachine-learning-tutorial","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fswat1563%2Fmachine-learning-tutorial","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fswat1563%2Fmachine-learning-tutorial/lists"}