{"id":27220002,"url":"https://github.com/abu14/churn-prediction","last_synced_at":"2026-05-04T07:37:26.206Z","repository":{"id":273425431,"uuid":"919680166","full_name":"abu14/churn-prediction","owner":"abu14","description":"This project assesses the likelihood of customer churn using various performance metrics. It employs multiple algorithms, including Logistic Regression, Random Forest, and XGBoost Classifier, to achieve Accuracy of 80% \u0026 ROC-AUC score of 79%","archived":false,"fork":false,"pushed_at":"2025-04-08T15:53:20.000Z","size":8605,"stargazers_count":0,"open_issues_count":1,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-08T16:39:17.843Z","etag":null,"topics":["churn-prediction","flask","random-forest"],"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/abu14.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":"2025-01-20T20:06:20.000Z","updated_at":"2025-04-08T15:53:24.000Z","dependencies_parsed_at":"2025-02-27T21:37:13.635Z","dependency_job_id":"8e0a416a-9fb7-4936-9bd0-9553fec5f9d6","html_url":"https://github.com/abu14/churn-prediction","commit_stats":null,"previous_names":["abu14/telecom-churn-prediction","abu14/churn-prediction"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/abu14%2Fchurn-prediction","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/abu14%2Fchurn-prediction/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/abu14%2Fchurn-prediction/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/abu14%2Fchurn-prediction/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/abu14","download_url":"https://codeload.github.com/abu14/churn-prediction/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248173852,"owners_count":21059595,"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":["churn-prediction","flask","random-forest"],"created_at":"2025-04-10T06:51:23.953Z","updated_at":"2026-05-04T07:37:26.142Z","avatar_url":"https://github.com/abu14.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Hello there 👋\n\nThis is a project I did trying to solve the age old Churn problem, specific to Telecom. \n\n### What is Churn?\n\n\u003e In the telecom industry, \"**churn**\" refers to the rate at which customers stop using a service provider's plans and switch to another company or simply discontinue their service,\nessentially representing the percentage of customers who leave within a specific period, signifying a loss of subscribers and impacting the company's revenue. \n\n\nI've been part of the CVM team tasked with re-engaging churning customers. Customer inactivity and churn was a constant problem we worked on. Throughout my time we've had various successes recovering these churning customers with tailor made offers. The churn prediction model being the main enabler of these initiatives.\n\n# Project Workflow\n\n```\nChurn Predictiton \n├── Data Collection    \n├── Data Preprocessing\n├── Model Training           \n├── Model Evaluation         \n├── Hyperparameter Tuning   \n└── Deployment         \n```\n\nFor these project I used these tools.\n\n\u003cp\u003e\n\u003cimg src=\"https://img.shields.io/badge/-Python-3776AB?style=flat\u0026logo=python\u0026logoColor=white\"\u003e\n\u003cimg src=\"https://img.shields.io/badge/-FastAPI-009688?style=flat\u0026logo=fastapi\u0026logoColor=white\"\u003e\n\u003cimg src=\"https://img.shields.io/badge/-Flask-000000?style=flat\u0026logo=flask\u0026logoColor=white\"\u003e\n\u003cimg src=\"https://img.shields.io/badge/-scikit--learn-F7931E?style=flat\u0026logo=scikit-learn\u0026logoColor=white\"\u003e\n\u003cimg src=\"https://img.shields.io/badge/-NumPy-013243?style=flat\u0026logo=numpy\u0026logoColor=white\"\u003e\n\u003cimg src=\"https://img.shields.io/badge/-Pandas-150458?style=flat\u0026logo=pandas\u0026logoColor=white\"\u003e\n\u003cimg src=\"https://img.shields.io/badge/-Matplotlib-11557C?style=flat\u0026logo=matplotlib\u0026logoColor=white\"\u003e\n\u003cimg src=\"https://img.shields.io/badge/-Seaborn-3888E3?style=flat\u0026logo=seaborn\u0026logoColor=white\"\u003e\n\u003c/p\u003e\n\n\n  #### Demo\n\n  ![Image](https://github.com/user-attachments/assets/7bd32ce3-a9ec-4cfa-bbf2-f3ef6050285d)\n\n\n\n\n  \u003c!-- Connect with Me Section --\u003e\n\u003ch3 align=\"left\"\u003eConnect with me:\u003c/h3\u003e\n\u003cp align=\"left\"\u003e\n  \u003ca href=\"https://linkedin.com/in/abenezer-tesfaye-191579214/\" target=\"blank\"\u003e\n    \u003cimg align=\"center\" src=\"https://raw.githubusercontent.com/rahuldkjain/github-profile-readme-generator/master/src/images/icons/Social/linked-in-alt.svg\" alt=\"abenezer-tesfaye-191579214/\" height=\"30\" width=\"40\" /\u003e\n  \u003c/a\u003e\n  \u003ca href=\"https://kaggle.com/abenezertesfaye\" target=\"blank\"\u003e\n    \u003cimg align=\"center\" src=\"https://raw.githubusercontent.com/rahuldkjain/github-profile-readme-generator/master/src/images/icons/Social/kaggle.svg\" alt=\"abenezertesfaye\" height=\"30\" width=\"40\" /\u003e\n  \u003c/a\u003e\n  \u003ca href=\"https://instagram.com/ebenezer_tesfaye\" target=\"blank\"\u003e\n    \u003cimg align=\"center\" src=\"https://raw.githubusercontent.com/rahuldkjain/github-profile-readme-generator/master/src/images/icons/Social/instagram.svg\" alt=\"ebenezer_tesfaye\" height=\"30\" width=\"40\" /\u003e\n  \u003c/a\u003e\n  \u003ca href=\"https://medium.com/@tesfayeabenezer64\" target=\"blank\"\u003e\n    \u003cimg align=\"center\" src=\"https://raw.githubusercontent.com/rahuldkjain/github-profile-readme-generator/master/src/images/icons/Social/medium.svg\" alt=\"@tesfayeabenezer64\" height=\"30\" width=\"40\" /\u003e\n  \u003c/a\u003e\n  \u003ca href=\"https://www.leetcode.com/abu14/\" target=\"blank\"\u003e\n    \u003cimg align=\"center\" src=\"https://raw.githubusercontent.com/rahuldkjain/github-profile-readme-generator/master/src/images/icons/Social/leet-code.svg\" alt=\"abu14/\" height=\"30\" width=\"40\" /\u003e\n  \u003c/a\u003e\n\u003c/p\u003e\n\n\n\u003c!-- Project Link --\u003e\n \nProject Link: [Github Repo](https://github.com/abu14/Telecom-Churn-Prediction)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fabu14%2Fchurn-prediction","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fabu14%2Fchurn-prediction","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fabu14%2Fchurn-prediction/lists"}