{"id":23918110,"url":"https://github.com/neemiasbsilva/machine-learning-algorithm","last_synced_at":"2025-04-11T19:21:27.612Z","repository":{"id":111466819,"uuid":"209922028","full_name":"neemiasbsilva/machine-learning-algorithm","owner":"neemiasbsilva","description":"Some algorithms of machine learning like Regression, Cluster, Deep Learning, and much more.","archived":false,"fork":false,"pushed_at":"2022-11-20T11:21:14.000Z","size":12826,"stargazers_count":10,"open_issues_count":0,"forks_count":4,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-03-25T15:14:18.844Z","etag":null,"topics":["algorithms","headbrain-dataset","jupyter-notebook","linear-regression","logistic-regression","machine-learning","machine-learning-tutorials","pca-titanic-dataset","python","python3","random-forest-mnist","titanic-dataset","unsupervised-learning","wine-quality","xor-neural-network"],"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/neemiasbsilva.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":"2019-09-21T04:02:02.000Z","updated_at":"2024-11-24T18:52:09.000Z","dependencies_parsed_at":"2023-03-23T04:35:56.744Z","dependency_job_id":null,"html_url":"https://github.com/neemiasbsilva/machine-learning-algorithm","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/neemiasbsilva%2Fmachine-learning-algorithm","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/neemiasbsilva%2Fmachine-learning-algorithm/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/neemiasbsilva%2Fmachine-learning-algorithm/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/neemiasbsilva%2Fmachine-learning-algorithm/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/neemiasbsilva","download_url":"https://codeload.github.com/neemiasbsilva/machine-learning-algorithm/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248465347,"owners_count":21108244,"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":["algorithms","headbrain-dataset","jupyter-notebook","linear-regression","logistic-regression","machine-learning","machine-learning-tutorials","pca-titanic-dataset","python","python3","random-forest-mnist","titanic-dataset","unsupervised-learning","wine-quality","xor-neural-network"],"created_at":"2025-01-05T13:12:27.774Z","updated_at":"2025-04-11T19:21:27.606Z","avatar_url":"https://github.com/neemiasbsilva.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"\n[![Scikit Learn][scikit-learn-shield]][scikit-learn-url]\n[![TensorFlow][tensorflow-shield]][tensorflow-url]\n[![Keras][keras-shield]][keras-url]\n[![MIT License][license-shield]][license-url]\n\n# Machine Learning Algorithms\n\n###### \u003ci\u003e\"Google’s self-driving cars and robots get a lot of press, but the company’s real future is in machine learning, the technology that enables computers to get smarter and more personal\"\u003c/i\u003e - \u003cb\u003eEric Schmidt (Google Chairman)\u003c/b\u003e\n\n\u003cp aling=\"justify\"\u003eThis repository was created for shown some algorithms of machine learning. It's \u003cb\u003eimportant\u003c/b\u003e you have a \u003cb\u003eHigh-Level\u003c/b\u003e Python to understanding of various machine learning algorithms. These should be sufficient to get your hands dirty. \u003c/p\u003e\n\n## Description About this Repository\n\n\u003cp style=\"font-size: 18px;\" align=\"justify\"\u003eBasically this repository is defined in two folder. The folder represents the subarea of machine learning that is \u003cb\u003esupervised learning\u003c/b\u003e, and \u003cb\u003eunsupervised learning\u003c/b\u003e.\u003c/p\u003e\n\n\n\u003cp style=\"font-size:14px;\"\u003e Bellow, I describe the files of the each folder, in other wold the supervised and unsupervised learning algorithm's.\u003c/p\u003e \n\n### Supervised Learning:\n\n\u003cul\u003e\n    \u003cli\u003e\u003ca href=\"https://github.com/neemiasbsilva/machine-learning-algorithm/blob/master/supervised-learning/linear-regression.ipynb\"\u003eLinear Regression\u003c/a\u003e;\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"https://github.com/neemiasbsilva/machine-learning-algorithm/blob/master/supervised-learning/Logistic%20Regression.ipynb\"\u003eLogistic Regression\u003c/a\u003e;\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"https://github.com/neemiasbsilva/machine-learning-algorithm/blob/master/supervised-learning/Logistic_Regression_Cat.py\"\u003eLogistic Regression applied to Cat Dataset \u003c/a\u003e;\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"https://github.com/neemiasbsilva/machine-learning-algorithm/blob/master/supervised-learning/random-forest-mnist.ipynb\"\u003eRandom Forest applied to Mnist Dataset\u003c/a\u003e;\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"https://github.com/neemiasbsilva/machine-learning-algorithm/blob/master/supervised-learning/neural-networks/XOR_Neural_Network.ipynb\"\u003eXOR gates Using NN\u003c/a\u003e;\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"https://github.com/neemiasbsilva/machine-learning-algorithm/blob/master/supervised-learning/neural-networks/Neural_Netwokr_Cat_NotCat.ipynb\"\u003eNeural Network applied to Cat Dataset \u003c/a\u003e;\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"https://github.com/neemiasbsilva/machine-learning-algorithm/tree/master/supervised-learning/deep-neural-networks\"\u003eDeep Learning Apply to Titanic Dataset\u003c/a\u003e.\u003c/li\u003e\n\u003c/ul\u003e\n\n### Unsupervised Learning:\n\n\u003cul\u003e\n    \u003cli\u003e\u003ca href=\"https://github.com/neemiasbsilva/machine-learning-algorithm/blob/master/unsupervised-learning/PCA_titanic_dataset.ipynb\"\u003eApply PCA Techniques to Titanic Dataset\u003c/a\u003e;\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"https://github.com/neemiasbsilva/machine-learning-algorithm/blob/master/unsupervised-learning/k-means-segmenation-image.ipynb\"\u003eUsing K-means Clustering to Image Segmentation\u003c/a\u003e.\u003c/li\u003e\n\u003c/ul\u003e\n\n\n## Life Cycle of Machine Learning\n\nFor all these techniques, the following order was maintained:\n\n1. Collecting Data\n2. Analysis Data\n3. Data Wrabling\n4. Test \u0026 Train\n5. Accuracy Check \n\n## Getting Started\n\n### Prerequisites\nWhat things you need to undertand this repository\n\n```\n Good knowledgment in Machine Learning, Deep Learning, Computer Vision and know how to use jupyter-notebook.\n```\n\n### Usage\n\nTo use some algorithms, like Deep Learning applied to coin brazillians, you need a good computer system with GPU (Graphic Processing Unit).\n\n#\n\n\u003cp align=\"center\"\u003e\u003cb\u003eSincerely:\u003c/b\u003e \u003ca href=\"https://github.com/neemiasbsilva\"\u003eNeemias B. Silva\u003c/a\u003e\u003c/p\u003e\n\n\n[license-shield]: https://img.shields.io/github/license/Ileriayo/markdown-badges?style=for-the-badge\n[license-url]: https://github.com/neemiasbsilva/mlops-with-tensorflow-extends/blob/main/LICENSE.txt\n[tensorflow-shield]: https://img.shields.io/badge/TensorFlow-%23FF6F00.svg?style=for-the-badge\u0026logo=TensorFlow\u0026logoColor=white\n[tensorflow-url]: http://tensorflow.org/\n[keras-shield]: https://img.shields.io/badge/Keras-%23D00000.svg?style=for-the-badge\u0026logo=Keras\u0026logoColor=white\n[keras-url]: https://www.tensorflow.org/guide/keras?hl=pt-br\n[scikit-learn-shield]: https://img.shields.io/badge/scikit--learn-%23F7931E.svg?style=for-the-badge\u0026logo=scikit-learn\u0026logoColor=white\n[scikit-learn-url]: https://scikit-learn.org/stable/\n[tfx-libraries]: reports/figures/tfx-components.png\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fneemiasbsilva%2Fmachine-learning-algorithm","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fneemiasbsilva%2Fmachine-learning-algorithm","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fneemiasbsilva%2Fmachine-learning-algorithm/lists"}