{"id":18088332,"url":"https://github.com/param302/heart-disease-predictor","last_synced_at":"2025-04-13T03:13:57.006Z","repository":{"id":50655663,"uuid":"519749645","full_name":"Param302/Heart-Disease-predictor","owner":"Param302","description":null,"archived":false,"fork":false,"pushed_at":"2022-12-22T17:31:33.000Z","size":1756,"stargazers_count":12,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-04-13T03:13:32.939Z","etag":null,"topics":["gui","machine-learning","neural-network","neural-networks","python","tkinter","tkinter-gui"],"latest_commit_sha":null,"homepage":"","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/Param302.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}},"created_at":"2022-07-31T10:54:16.000Z","updated_at":"2024-08-28T20:01:57.000Z","dependencies_parsed_at":"2023-01-30T15:16:48.422Z","dependency_job_id":null,"html_url":"https://github.com/Param302/Heart-Disease-predictor","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/Param302%2FHeart-Disease-predictor","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Param302%2FHeart-Disease-predictor/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Param302%2FHeart-Disease-predictor/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Param302%2FHeart-Disease-predictor/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Param302","download_url":"https://codeload.github.com/Param302/Heart-Disease-predictor/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248657923,"owners_count":21140846,"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":["gui","machine-learning","neural-network","neural-networks","python","tkinter","tkinter-gui"],"created_at":"2024-10-31T17:12:49.060Z","updated_at":"2025-04-13T03:13:56.972Z","avatar_url":"https://github.com/Param302.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Heart Disease Predictor\nA Heart Disease predictor GUI made in Python using **Neural Network** ML model to predict the probability of Heart Disease.\n\n## Project details\n\n### Working\nIt takes $8$ parameters and do prediction based on them\n- Age\n- Sex (M / F)\n- Chest Pain (4 types)\n- Chest Pain during exercise (yes / no)\n- trestbps - Resting blood pressure\n- Maximum Heart Rate\n- Blood sugar above 120mg/dl (yes / no)\n- Cholesterol\n\n\n![preview](./preview_2.0.jpg)\n\n### Model details\nModel made using Neural Networks with accuracy of $98.26\\%$ consists of total 3 layers\n- $1^{st}$ hidden layer $18$ neurons (relu)\n- $2^{nd}$ hidden layer $9$ neurons (relu)\n- $3^{rd}$ output layer $1$ neuron (linear)\n\nUsed `BinaryCrossentropy()` loss function with `from_logits=True`, and convert predictions into sigmoid using `tf.nn.sigmoid(preds)` and `Adam` optimizer\n\n\n### Clone\n```\ngit clone https://github.com/Param302/Heart-Disease-predictor.git\n```\n\n### Software used\nPython 3.10.2\n\n\n\n### Setup before run\n- Make sure to install all required libraries and module before using it:\n\n```\npip install -r requirements.txt\n```\n- Run `main.py` file:\n\n```\npython main.py\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fparam302%2Fheart-disease-predictor","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fparam302%2Fheart-disease-predictor","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fparam302%2Fheart-disease-predictor/lists"}