{"id":18699794,"url":"https://github.com/salihfurkaan/iris-flower-analysis","last_synced_at":"2025-11-08T20:30:33.189Z","repository":{"id":238372699,"uuid":"796418726","full_name":"salihfurkaan/iris-flower-analysis","owner":"salihfurkaan","description":"An analysis on Iris dataset of Scikit learn","archived":false,"fork":false,"pushed_at":"2024-05-09T09:53:19.000Z","size":1084,"stargazers_count":2,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2024-12-28T05:16:28.554Z","etag":null,"topics":["data-science","decision-trees","iris-dataset","linear-regression","logistic-regression","machine-learning","machine-learning-algorithms","scikitlearn-machine-learning","support-vector-machines","svm-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":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/salihfurkaan.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":"2024-05-05T21:44:50.000Z","updated_at":"2024-12-19T20:13:50.000Z","dependencies_parsed_at":"2024-11-07T11:51:22.073Z","dependency_job_id":null,"html_url":"https://github.com/salihfurkaan/iris-flower-analysis","commit_stats":null,"previous_names":["salihfurkaan/iris-flower-analysis"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/salihfurkaan%2Firis-flower-analysis","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/salihfurkaan%2Firis-flower-analysis/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/salihfurkaan%2Firis-flower-analysis/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/salihfurkaan%2Firis-flower-analysis/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/salihfurkaan","download_url":"https://codeload.github.com/salihfurkaan/iris-flower-analysis/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":239561296,"owners_count":19659430,"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":["data-science","decision-trees","iris-dataset","linear-regression","logistic-regression","machine-learning","machine-learning-algorithms","scikitlearn-machine-learning","support-vector-machines","svm-classifier"],"created_at":"2024-11-07T11:34:25.022Z","updated_at":"2025-02-18T22:28:03.545Z","avatar_url":"https://github.com/salihfurkaan.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Iris Flower Analysis and Machine Learning Models for Prediction\n\u003cbr\u003e\nClick \u003ca href=\"https://scikit-learn.org/stable/auto_examples/datasets/plot_iris_dataset.html\"\u003e here \u003c/a\u003e to see the utilized dataset!\n\u003cbr\u003e\n\u003cbr\u003e\n\n\u003ch3\u003eWhat is Iris?\u003c/h3\u003e \nIris is a flowering plant genus of 310 accepted species with showy flowers. As well as being the scientific name, iris is also widely used as a common name for all Iris species, as well as some belonging to other closely related genera. A common name for some species is flags, while the plants of the subgenus Scorpiris are widely known as junos, particularly in horticulture. It is a popular garden flower.\n  In this project; Versicolor, Virginica and Setosa were used\n\u003cbr\u003e\u003cbr\u003e\n\n![images](https://github.com/salihfurkaan/iris-flower-analysis/assets/119700956/1cf5c3b6-c259-4384-80fd-d60b9be50984)\n\n\u003cbr\u003e\n\u003ch3\u003eUsed Python Libraries\u003c/h3\u003e\n\n* Scikit-learn for cross validation, ML models, dataset and calculating mean squared error\n* Pandas for converting arrays into data frames and some operations\n* Matplotlib for data visualization\n* Seaborn for data visualization\n* Numpy for array-wise operations\n\u003cbr\u003e\n\u003ch3\u003eUsed Machine Learning Models\u003c/h3\u003e\n\n* Linear Regression\n* Logistic Regression\n* Decision Tree\n* Support Vector Machines\n* Random Forest\n\u003cbr\u003e\n\n\u003ch3\u003ePlots\u003c/h3\u003e\n\n![sepal_length_start](https://github.com/salihfurkaan/iris-flower-analysis/assets/119700956/7b1ba536-6915-4d33-af31-44d5cd8a7de2)\n\u003cbr\u003e\n![petal](https://github.com/salihfurkaan/iris-flower-analysis/assets/119700956/3271bf95-fa41-4849-8009-08828d333176)\n\u003cbr\u003e\n![lr](https://github.com/salihfurkaan/iris-flower-analysis/assets/119700956/bdfa399d-c0d3-4932-a5e0-abace0af6854)\n![random_forest](https://github.com/salihfurkaan/iris-flower-analysis/assets/119700956/170931c0-bef2-4759-9e24-f2714fc789d4)\n\n![pp](https://github.com/salihfurkaan/iris-flower-analysis/assets/119700956/466a6f2c-5236-4202-a79f-b7ccea71ba8b)\n\n![decision_tree](https://github.com/salihfurkaan/iris-flower-analysis/assets/119700956/009d7f62-36bc-4211-b066-3030d9666348)\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsalihfurkaan%2Firis-flower-analysis","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsalihfurkaan%2Firis-flower-analysis","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsalihfurkaan%2Firis-flower-analysis/lists"}